Inductive inference affective language analyzer simulating transitional artificial intelligence

[0001] This invention utilizes the transmission of my application Ser. No. 09/640,896 filed 2000 Aug. 18 that has matured into U.S. Pat. No. 6,587,846 issued Jul. 1, 2003

[0002] This application claims priority of provisional application Ser. No. 60/367,995 filed Mar. 25, 2002.

[0003] The Inductive Inference Affective Language Analyzer: Transitional (abbreviated IIALA-T), allows the transitional form of affective language to be decoded and simulated. This transitional form of power maneuver refers to a relationship initiated for the first time: where an individual attempts to establish a new interaction within a pre-existing social order. The knowledge base for the matching procedure is a collective memory array representing the formal conceptual template for the full complement of transitional power pyramid definitions. The preferred version of the IIALA-T is a coordination of two basic expert system components; namely, a transitional power pyramid definition matching procedure expert system and a master control unit expert system. The current version of the IIALA-T represents a stand-alone variation on the standard IIALA distinguished by the uniqueness of its programming; namely, the power pyramid definitions for the transitional power maneuvers.

[0045] Through the principles of inductive reasoning, the formal specifics of the power pyramid definitions are employed in a detection/matching function, serving as the foundation for the first inductive system for decoding and simulating affective language. The logical attributes of the power pyramid definitions provide a formal model of affective language, allowing for the decoding of the motivational parameters within a given verbal interchange. On the basis of this determination, the computer devises a counter-response of its own design, effectively simulating a sense of motivation in the verbal interaction.

[0046] The Inductive Inference Affective Language Analyzer (hereafter abbreviated IIALA) as described in the co-pending application: Ser. No. 09/640,896 filed 2000 Aug. 18 serves as a primary adjunct upon which the current patent application (which, in turn, targets transitional AI) is formally based. According to the earlier version of the IIALA, the strict transformational logic of the power pyramid hierarchy eliminates much of the redundancy bound to occur in any convincing language simulation. The greatest degree of complexity involves programming at the most basic (personal) level of the power pyramid hierarchy, the remaining higher authority levels building naturally upon this elementary foundation.

[0047] The most appropriate unit of input is necessarily the sentence, for the power pyramid definitions are similarly organized in the form of a dual sentence structure. The design schematic for the IIALA specifying an array of 320 dedicated processor complexes, employs parallel processing to determine the precise degree of correlation between an inputted (target) sentence and its matching power pyramid definition template. This matching procedure scrutinizes all of the grammatical elements of a given sentence: statistically correlating these specifics to a given power pyramid definition template. The verb tense, the plurality and person of the nouns/pronouns etc. are all scrutinized according to pre-set criteria. Each processor complex then calculates the sum-total of correct matches, yielding the relative probability that a given sentence matches a particular power pyramid definition. The processor complex yielding the highest overall rating is singled out as the most probable solution to the power pyramid definition matching procedure.

[0048] The context of the interaction is further taken into account through the aid of a feedback loop, the priority of the individual microprocessor complexes preemptively weighted on the basis of preceding deliberations. Each power pyramid definition is composed of both past (as well as present) design components, establishing context as yet a further critical feature in the detection procedure. The IIALA retains in long-term storage a record of every relevant experience with a given individual or situation. On this contextual basis, the master control unit selectively weights the individual processor complexes according to a record of both past (as well as current) behavior contexts. In this respect, the IIALA is exquisitely sensitive to variations in personality (just as humans are instinctively so) satisfying yet a further prerequisite of Turing's Test (the standard for evaluating such a system).

A Description of the Power Pyramid Definitions—FIGS. 1 to 24

[0049] A complete 320 part collection of power pyramid definitions serves as the heart of a matching procedure knowledge base of the IIALA, permitting a precise decoding of the motivational parameters of affective language—as well as a computer generated simulation of affective language. The power pyramid definitions are formally based upon the conceptual construct of the power pyramid hierarchy, a ten-level hierarchy spanning the personal, group, spiritual, humanitarian, and transcendental authority levels. In addition to the most elementary (one-to-one) style of personal interaction, the individual is typically incorporated into a wide range of group contexts (family, work, school, etc.), as well as an all-encompassing style of spiritual context. The theoretical principles governing the science of Set Theory are clearly in agreement with this three-way specialization: the unit set, the group set, and the universal set corresponding to the personal, group, and spiritual realms, respectively. The most basic personal level of interaction refers to the one-to-one style of relationship between individuals, such as in one's personal friendships. The personal level, in turn, gives way to the domain of group authority, with the group set surpassing the unit set in terms of its expansion to a multitude of elements (or class members) within such a group context. This ascending pattern further extends a next higher spiritual level of authority. This universal set surpasses the multiplicity of the group domain for the sum-totality of all groups within the domain, representing the group of all possible group sets, a third-order style of set hierarchy (equivalent to the domain of all of mankind).

[0050] Furthermore, complex interactions between individuals are dually specialized into either authority or follower roles; namely, the personal authority and personal follower roles, the group authority and group representative roles, and the spiritual authority and spiritual disciple roles.

The Master Schematic Diagram of Ethical Groupings

[0051] The three-level hierarchy of personal, group, and spiritual realms (when viewed in terms of both authority and follower roles) provides the fundamental conceptual framework of virtues, values, and ideals for programming in the IIALA (termed the power pyramid hierarchy). The first three levels of the hierarchy are designated for the personal, group, and spiritual levels: accounting for the most basic groupings of virtues and ideals. The remaining uppermost two levels, however, bring to light two hitherto unmentioned categories; namely, the humanitarian and transcendental realms, respectively. Although the third-order style of spiritual realm is clearly the maximum level of organization (in keeping with the dictates of Set Theory), the additional sense of chronological time permits the introduction of the more advanced sphere of humanitarian authority. Humanitarian authority transcends the spiritual form by claiming to speak for all generations of mankind, not just the current one. Furthermore, this extreme sense of the power of abstraction serves as the basis for a final transcendental level within the power pyramid hierarchy. Transcendental authority transcends the routine sense of concreteness shared in common by the lower levels, an innovation accounting for the most abstract groupings of values within the power hierarchy. Both the transcendental and humanitarian realms are similarly specialized into both authority and follower roles (for a grand total of four), which together with the six roles specified for the personal, group, and spiritual levels collectively comprise the master ten-level hierarchy.

The Power Pyramid Hierarchy of Virtues, Values, and Ideals

[0052] The ten affiliated listings of virtues, values, and ideals are organized into dual descending columns of five groupings each; the left column representing the hierarchy of authority roles, whereas the right-hand column describes the corresponding follower roles. This dual schematic format represents the sum-totality of reciprocating interactions between the authority and follower figures. The distinctive groupings listed for each individual level are further represented in a quartet style of schematic format (depicted as quadrants in a Cartesian system). Some of the more traditional groupings (such as the cardinal virtues) are already represented as four-part listings, fitting quite nicely into such a quadrant-style of format. Others (such as the theological virtues) are supplemented beyond their traditional number in order to achieve this quartet-style of status.

The Personal Foundations of the Power Hierarchy

[0053] The most basic personal level of power pyramid hierarchy is respectively designated for the groupings of ego states of the personal authority (guilt-worry-nostalgia-desire) and the alter ego states of the personal follower (hero worship-blame-approval-concern). These groupings are tailor-made for incorporation into the power pyramid hierarchy, serving as the elementary foundation for the remaining listings of virtues, values, and ideals. The authority roles are characterized by the authority ideals: read downwards as the personal ideals, the civil liberties, the ecumenical ideals, and the humanistic values. The affiliated follower roles specify a parallel trend based in the realm of the virtues; namely, the cardinal virtues, theological virtues, the classical Greek values, and the mystical values. Such an exceptional degree of symmetry is formally explained in terms of a concept popularized in the field of Communications Theory; namely, the metaperspective format of R. D. Laing, and also P. I. Watzlawick. Both formulations share a common theme; namely, communication between individuals is overlain with abstract meta-messages, representing a higher order perspectives upon the viewpoint held by another: schematically defined as “this is how I see you seeing me.” This multi-level model of meta-communication in general allows for independent confirmation of the entire higher-order structure of the power pyramid hierarchy, culminating in an unprecedented 10th-order level of meta-abstraction. Such an arrangement necessarily implies the further repetition of both the authority and follower roles within the power hierarchy. Being that the personal authority acts first within the power sequence, this is necessarily the first to repeat in the modified sense of group authority. This meta-meta-order perspective of the group authority, in turn, is countered by the meta-meta-metaperspective of the group representative. Indeed, this reciprocating style of power escalation is further repeated for the remaining spiritual, humanitarian, and transcendental realms within the power hierarchy: culminating in an unprecedented 10th-order level of meta-abstraction.

The Power Pyramid Definitions

[0054] The applications of the power pyramid hierarchy to artificial intelligence call for the highest degree of precision. The systematic organization of the power pyramid hierarchy allows for the construction of what are termed the power pyramid definitions. This crucial innovation spells out (in longhand) the precise location of each virtue or value within the linguistic hierarchy while preserving the correct status of authority and follower roles. Each definition is formally constructed along the lines of a two-stage sequential format; namely, (A) the formal recognition of the preliminary power maneuver, and (B) the current countermaneuver now being employed, and hence, labeled. Take, for example, the representative power pyramid definition of justice reproduced below:

• • [0055] Previously, I (as your group authority) have honorably acted in a guilty fashion towards you: countering your (as PF) blameful treatment of me.
  • [0056] But now, you, (as group representative) will justly-blame me: overruling my (as GA) honorable sense of guilt.

[0057] According to this specific example, the honorable sense of guilt expressed by the group authority represents the preliminary power maneuver, countered by the just-blaming strategy initiated by the group representative. According to this formal format, the preliminary power perspective represents the one-down power maneuver, whereas the immediate power perspective is designated as the one-up variety. Power leverage, accordingly, is achieved by rising to the one-up power status; e.g., ascending to the next higher metaperspectival level

The Power Pyramid Definitions of the Vices of Defect

[0058] The power pyramid definitions for the virtues, values, and ideals serve as the elementary foundation for the affective language matching procedure. Any true all-inclusive system must necessarily be able to deal with the evils of the world, as well as the good. For every virtue or value, there further exists a corresponding vice (or antonym): namely, love vs. hate, good vs. evil etc. Aristotle defines these opposites as the vices of defect. The corresponding power pyramid hierarchy for the vices is identical in virtually every respect to the format previously seen for the virtues, with each virtue or value corresponding (point for point) with a respective vice within the corresponding power hierarchy. Each such vice is a direct antonym of its respective virtuous mode, making for precise quartet style listings analogous to the traditional listings of virtues and values. This further leads to the construction a parallel series of power pyramid definitions with respect to the vices of defect: parallel in virtually every respect to those specified for the virtuous mode.

[0059] This basic contrast between virtue and vice is further enhanced by the additional hierarchy of the vices of excess. The classical Greek philosopher, Aristotle initially proposed such a dual system of vices; namely, the vices of defect (previously described) as well as the vices of excess (defined as the range of extremes with respect to the virtues). Aristotle viewed the virtuous realm as a system of mean values (or norms) interposed between these two categories of vice.

[0060] In a related fashion, the vices of defect are similarly invested with a parallel range of extremes: a domain formally termed the realm of hyperviolence. Hyperviolence differs from ordinary violence primarily in the degree of extremes with which it is bestowed.

[0061] This basic four-part grouping of the major virtues, vices of defect, vices of excess, and hyperviolence represents the basic conceptual platform upon which the ethical simulation of AI is based. These four basic categories, multiplied by 40 terms each, results in a grand total of 160 individual terms.

[0062] In addition to these main listings of virtues and vices, it is further relevant to distinguish a parallel series of accessory terms. These accessory virtues and vices arise as direct transformations upon the main groupings of terms, in that the “you” and “I” roles are reversed within the corresponding power pyramid definitions: allowing for a subjective perspective upon an objective viewpoint (and vice-versa). These accessory terms represent close synonyms of the major terms, distinguished in terms of a subjective/objective reversal of polarities.

The Transitional Power Maneuvers: Objects and Advantages

[0063] The full 320-term hierarchy of virtues and vices offers a preliminary model for programming ethical AI as specified in the co-pending patent application for the IIALA. The current format, however, suffers from an inherent shortcoming; namely, the authority and follower roles are rigidly fixed in place within the power hierarchy, allowing precious little flexibility to operate within the system. Versatility remains a key feature in our modern society, with continually shifting social coalitions placing an ever-greater demand upon the individual. Each new adjustment within the social hierarchy calls for alternate mechanisms for integrating such a new addition, an innovation that the established categories of virtue and vice fail to fully take into account. In addition to the incremental pattern of maneuvering for power initially described, a more direct avenue must further exist for leapfrogging directly into the higher authority levels; namely, the group, spiritual, and humanitarian levels, respectively. This additional class of options is termed the transitional power maneuvers, being that they “transition” the individual directly into such new social contexts.

[0064] For instance, the newly devised class of lesser virtues transition directly into the major virtues, whereas the categories of criminality further transition into the vices of defect. Similarly, the classifications of hypercriminality transition into the realm of hyperviolence, whereas the formal categories of mental illness alternately permit entry into the domain of the vices of excess (as schematically depicted in FIG. 1). These four basic transitional categories are further associated with their own unique complement of power pyramid definitions, resulting in the master system of transitional definitions. When further programmed into the AI format, these additional transitional maneuvers are accurately simulated, radically supplementing the initial version of the IIALA described previously. This newly devised variation on the IIALA, distinguished as the Inductive Inference Affective Language Analyzer-Transitional (abbreviated IIALA-T), allows these distinctive (transitional) forms of affective language to be decoded and simulated. This formally extends to a simulation of humor and comedy via the lesser virtues, as in the role of AI comedic entertainer. The AI simulation of criminality and hypercriminality is further crucial in a diagnostic fashion with respect to security contexts (as well as criminal profiling). A related simulation of mental illness further allows the roles of AI clinician/therapist. The remainder of the current patent application describes this radically new “transitional” modification of the basic IIALA process, as embodied in the IIALA-T.

The Power Dynamics of Affective Communication In General

[0065] A number of key features distinguish this new class of transitional power maneuvers. Firstly, these transitional maneuvers represent the direct motivational analogs of the major power maneuvers they serve to initiate, often expressed in an exaggerated fashion in order to make the point more clearly. This flair for the dramatic can appear either humorous (as in the realm of comedy), or tragic (as in the genre of melodrama).

[0066] In order to define this new class of the transitional power maneuvers most effectively, it proves fruitful to look back in review at the dynamics of the more routine style of complementary power maneuvers. Routine communication is diagrammed in terms of a two-stage schematic format, with the initial party in the communication termed “myself,” whereas the alternate party is labeled the “other.” For instance, this formal cycle begins with a sample power pyramid definition for the “glory” maneuver. According to this specific example, I (as group authority) gloriously act in a nostalgic fashion towards you, overruling your (as personal follower) worshipful treatment of me. This current power maneuver is communicated from “myself” to the “other” across a formal communicational channel, which (by definition) is open to distortion, ambiguity, or misunderstanding throughout the extent of the transmission.

[0067] Despite these inherent shortcomings, for sake of illustration, the message successfully arrives at the receiver end; namely, to the direct attention of the “other.” As a two-stage format of communication, this message is conceptually translated into a form subsequently meaningful to the receiver. This formally entails translating the main power pyramid definition format into its corresponding accessory counterpart specific to such an outside viewpoint. This accessory form of the power pyramid definition for “exaltation” is now respectively represented in formal format: You (as group authority) will poignantly act in an exalted fashion towards me, thwarting my (as your personal follower) adoring treatment of you. According to this revised accessory format, the “you” and “I” roles are reversed, personalizing the message to fit the subjective prerequisites of the “other.”

[0068] Once the message is received and fully comprehended by the “other,” it still remains to be determined how best to respond to the message. One possible option is to ignore the message as if it were never received. A second option entails claiming to misunderstand the message, or simply leaving the scene altogether. A further option entails mirroring the message directly back to the sender, in what Communications Theory terms the symmetrical maneuver. Another response involves accepting the content of the message (in addition to one's specified role within the message).

[0069] A further option builds directly upon this initial acceptance, accepting the content of the message as offered, while subsequently modifying it by rising to the next higher authority level within the power hierarchy. This formally entails countering the power maneuver originally offered, offering in its place a power status of the “other's” own making. According to this specific example, the personal follower, in turn, invokes the next higher level of the group representative, employing a “prudence” form of countermaneuver. The first part of this new maneuver builds directly upon the initial “exaltation” maneuver originally communicated, followed by the “circumspection” countermaneuver proper; namely, I (as group representative) circumspectively act adoringly towards you, overruling your (as group authority) poignant sense of exaltation. According to Communications Theory, this latter strategy is termed the complementary maneuver, in that it directly complements that which has gone before; namely, the group representative role directly complements the group authority role originally offered.

[0070] Once formulated, this new power maneuver is formally communicated back from the “other” to “myself,” a transmission similarly susceptible to the inherent shortcomings of communication in general; namely, distortion, ambiguity, etc. For illustrative purposes, the communication is successfully received, a development that necessarily entails a formal translation back into a form meaningful to understanding by “myself” (namely, back into the main power pyramid definition format). According to this reverse transformation, the circumspective-adoration of the group representative is directly translated back into the prudent sense of worship—in keeping with my own subjective perspectives. In this latter sense, the “you” and “I” roles are again reversed, redefining my group authority role as the subjective sense originally communicated.

[0071] The successful receipt of the group representative's “prudence” countermaneuver offers further options with respect to “myself;” namely, to ignore, accept, or rise to the next higher authority level, etc. In the latter case, this formally involves rising to the next higher “spiritual authority” level, resulting in a “providence” variation on the original glory maneuver. By definition, this launches a further cycle within the communication schematic; namely, that sequence relating to the spiritual level within the power hierarchy.

The Transitional Power Maneuvers

[0072] With the preceding formal model of communication clearly in focus, it further proves crucial to describe the basic dynamics for the transitional power maneuvers, demonstrating both commonalties and distinctions with respect to the more routine types of communication just described. This transitional style of power maneuver (as its name implies) refers to a relationship initiated for the first time, where an individual attempts to establish a new interaction within a pre-existing social order.

[0073] For example, the “autograph hound” thrust into contact with his celebrity idol attempts to establish an initial personal relationship with his authority figure. As an outsider, this entails a special strategy for making the overture attractive to the celebrity figure. This formally specifies coming across from a “one-down” power status; namely, framing the overture in vulnerable terms with respect to the celebrity figure. According to this appeasement power strategy, the fan abandons the typical tactic of maneuvering from the “one-up” position (as in a follower role surpassing the authority status enjoyed by the celebrity). In the autograph example, the fan frames his overture in the submissive stance of the personal follower role, wherein playing-up the power of his group authority figure.

[0074] In terms of this celebrity/fan example, the “hero-worship” role of the personal follower is modified (in a transitional sense) into the loyalty maneuver of the adoring fan, a maneuver directly anticipating the glorious sense of nostalgia of the group authority. By maneuvering from the “one-down” position, the personal follower gains more ready consideration from the group authority, a strategy directly contrasting with the established style of complementary maneuver (with its reciprocal trade-off of authority and follower roles).

[0075] The latter “complementary” strategy relies upon the permanent character of the established relationship, where the reciprocating authority and follower roles are fixed firmly in place, allowing for a complementary exchange between the two parties. For the transitional maneuver, however, the newcomer cannot invoke the benefits of such an established context, finding it more useful (at least initially) to make his overture from the “one-down” status. This strategy, in essence, allows the newcomer to get his foot in the door (so to speak) in the establishment of a new relationship.

The Double Bind Maneuver

[0076] This initial phase of the transitional power maneuver is respectively termed the congeniality phase, in that the new party submissively maneuvers from a “one-down” position in order to gain further acceptance from the authority figure. The established party is usually justified in accepting such an overture, being that it amounts to automatically being granted a “one-up” power status. This advantage, however, is not often as simple as it appears, being that the authority figure is coerced to some degree (albeit congenially) into reciprocating his expected role within the new relationship. For this reason, the established party sometimes refuses to willingly submit to such a bold power grab. In essence, the newcomer (posturing from a “one-down” position) effectively dictates the subsequent cooperation of his authority figure (in the “one-up” position), a deceptive gain in power status.

[0077] This slavish submission to the dictates of another equates to a personal loss of freedom irrespective of the positive intentions therein. In a formal “meta” sense, the newcomer gains initial control of the new relationship through the process of initiating it, placing the established party in a form of a double bind maneuver. This latter term is borrowed from the terminology of Communications Theory, defined as a paradox that leaves one (thusly bound) unable to comment upon the inherent incongruity contained within the message. For the “loyalty” example, this formally amounts to the basic conflict between the primary content level and the higher meta-message.

[0078] The primary level of the message is essentially straightforward; namely, accepting the overture of the fan at its most basic content level, accompanied by the attendant advantages of the “one-up” power status. The affiliated meta-message, however, further diminishes this power advantage, being that the newcomer essentially dictates the course of the interaction through the very process of initiating it.

[0079] This inherent aversion to being subliminally controlled by another makes the initial overture of the fan somewhat of a difficult proposition to accept. This intractable form of double bind is typically defined as a “damned if you do, damned if you don't” style of paradox. Should the established party accept the overture at face value, then he risks losing face with respect to the higher meta-context of the message; namely, submitting to the control of another. By alternately rejecting the overture, he further passes-up the advantages of the primary message content with its guaranteed “one-up” power status. He also risks appearing somewhat stalwart in the process, ignoring the somewhat congenial nature of the proceedings.

The Counter Double Bind Maneuver

[0080] The most graceful resolution to such an intransigent predicament involves what Communications Theorists term the counter double bind. This latter strategy amounts to “humoring” the efforts of the newcomer, accepting the surface content of the interaction while simultaneously disqualifying one's participation through meta-contextual cues. The counter double binder skillfully disqualifies (through meta-communication) the basic context of the communication: in essence, scorning the validity of the entire transitional interchange. This strategy is formally defined as: I accept your sense of loyalty (as expressed through my gloriously-nostalgic treatment of you), while humbly denying doing so.

[0081] This distinctive style of “meta” disqualification is chiefly mediated through the use of nonverbal cues; namely, those unspoken behaviors that underscore virtually all social interactions. Chief among these are bodily gestures, where a brief shrug or raised eyebrow can greatly modify (or even reverse) the content of what is being said. Vocal tone and exaggerated inflection further reflect strategies towards these ends, where a scornful or humorous tone signals that one shouldn't be taken too seriously. Through this broad range of tactics, the counter double binder effectively regains the upper hand in the transitional interchange (without necessarily appearing to have done so). Communications theorists further describe this tactic as the meta-complementary maneuver, being that the surface content mimics the more basic complementary maneuver—although now thoroughly disqualified through the use of abstract “meta” cues.

[0082] It is precisely at this extreme level of disqualification that the paradoxical nature of the counter double bind proves most effective, obliquely expressing disdain for the newcomer's initial attempts at psychological manipulation. Through a sarcastic tone of voice (or other such strategy), the established party stresses the unreality of the situation, a direct outcome of the strained character of the new transitional relationship.

[0083] In the case of the loyalty maneuver, for instance, the established party humbly denies being worthy of such loyalty; superficially accepting the content of the interaction, although in a fully disqualified manner. By remaining humble, the group authority effectively sidesteps the insistent quality of the fan's loyalty maneuver, while fully remaining polite in the process. With respect to the related concept of “blame,” the affiliated “transitional” theme of responsibility, in turn, invokes a disqualified sense of innocence, a measured defense against the initial implications of the responsibility maneuver. A similar sequence of scenarios further hold true with respect to the affiliated interplay of discipline/modesty and vigilance/meekness. Accordingly, the skillful use of such disqualification effectively defuses any complicity within the transitional interchange.

The Ultimate Resolution to the Counter Double Bind

[0084] The somewhat unpleasant experience of discovering that one's double bind has been reversed is typically one of surprise—accompanied by some sort of “aha” experience. This realization is often expressed through nervous laughter, a spontaneous acknowledgment of having been outwitted. Generally speaking, laughter represents a catharsis of sorts, signaling a restoration of the original social order following the brief disruption instigated by the transitional maneuver. Similar to the initial double bind maneuver, there is no straightforward exit from the counter double bind maneuver. The sole most reasonable solution remains to abandon the pursuit altogether, having been bested in such a pitched battle of wits.

[0085] This dual interplay of role-reversals is particularly evident in the specific examples previously described. For instance, the loyalty maneuver of the personal follower further prompts the humility maneuver of the group authority. Similarly, the responsibility brand of double bind prompts the innocence style of counter double bind. Although these specific examples prove effective at a personal level of influence, the remaining higher levels of the power hierarchy beg further specific mention in this basic regard. A cursory survey of the ethical literature reveals a wide assortment of lesser virtues unaccounted for within the major groupings of virtues. According to this expanded interpretation, loyalty represents just the first term in a sequence extending to the group, spiritual, and humanitarian realms: namely, loyalty-fidelity-piety-felicity. The related trend based upon responsibility is defined as responsibility-duty-allegiance-righteousness. A similar pattern further holds true for the affiliated sequences of counter double bind maneuvers: namely, humility-majesty-magnificence-grandeur and innocence-vindication-exoneration-immaculateness. In fact, a similar pattern is seen for the remaining pair of trends within the power hierarchy: resulting in a 32-term complement of lesser virtues (I), as schematically depicted in FIG. 2-A. This reciprocating pattern for the lesser virtues (I) is further incorporated into the transitional power pyramid definition format, as schematically depicted in FIGS. 2-B to 2-E.

[0086] This basic pattern of lesser virtues (I) further predicts the existence of an additional complement of terms formally distinguished as the lesser virtues (II): as further specified in FIG. 3-A. The lesser virtues (II) are similarly incorporated directly into the formal transitional definition format, providing a formal indication of the basic dynamics under consideration. This complete four-part listing of definitions is respectively listed in FIGS. 3-B to 3-E, a format identical in form and function to that previously seen for the lesser virtues (I) with the exception that the order of the authority/follower roles is now reversed.

Criminality and Hypercriminality

[0087] The completed description of the lesser virtues invites further comparisons to two additional categories of transitional maneuvers; namely, those specified as criminality and hypercriminality. As the chief moral opposites of the virtuous realm, the vices of defect figure prominently in this additional transitional context. Although the vices of defect can sometimes prove adaptive in a behavioral sense, they are typically always maladaptive in a transitional sense, as respectively seen in the disturbing realm of criminality. In a transitional sense, criminality refers to the habit of starting new relationships in an antagonistic fashion, directly contrasting with the trend towards cooperation characterizing the virtuous realm. Criminality, accordingly, represents the domain of transitional maneuvers extended into the darker realm of the vices of defect.

[0088] Such criminal intentions are entirely consistent with the typical transitional format, bringing to mind the disturbing scenario of the career criminal prowling the street looking for victims in a strange neighborhood (where anonymity is assured). In the case of property crimes, the criminal's response is typically somewhat measured; namely, cooperative victims usually suffer little lasting harm. This circumstance is directly in keeping with the measured character of the vices of defect; namely, the responses are similarly tailored to the context at hand.

[0089] This is scarcely the case for the more troubling realm of hypercriminality—which represents the domain of transitions into the extreme realm of hyperviolence. Hyperviolence is formally defined as the range of extremes with respect to the more routine vices of defect. Accordingly, hyperviolence is characterized by responses that escalate out of all proportion to the precipitating circumstances. In this expanded context, hypercriminality shares this tendency towards the extremes of excess with hyperviolence, being that the former represents the preliminary set of transitional maneuvers leading directly to the latter.

A Terminology for Targeting the Realm of Criminality

[0090] The terminology for defining the initial realm of criminality entails taking the well-established format of the vices of defect and adding that prefix “C-” (designating criminality) to each individual term. This innovation effectively modifies the basic defect format to accommodate the new pattern of transitional power maneuvers. For instance, “spite” would be transformed into C-spite, while malice similarly translates as C-malice: as further depicted in FIG. 4-A for criminality (I), and FIG. 5-A for criminality (II). In criminality (I), the follower roles directly initiate the transitional sequence, whereas in criminality (II) the authority roles formally launch this basic pattern. This basic notation is further signified by a small “t” (denoting the “transitional” maneuver), whereas the small “d” specifies the “disqualified” counter double bind version.

[0091] This dual system of categories for criminality is further incorporated into a respective complement of power pyramid definitions analogous to the case previously made for the lesser virtues. A complete listing of definitions for criminality (I) is represented in FIGS. 4-B to 4-E, where the follower roles are depicted in the transitional position—followed by the authority maneuvers characterizing the counter double bind.

[0092] A parallel complement of definitions is further specified for the related classifications of criminality (II) with the exception that the order of the authority and follower roles is now reversed—as depicted in FIGS. 5-B to 5-E. In either case, 64 individual slots are identified for criminality (I), and 64 individual classifications for criminality (II).

A Terminology with Respect to Hypercriminality

[0093] The basic terminology for defining hypercriminality is similar to that proposed for criminality with the exception of the degree of extremes; hence, it remains only a minor modification to label these individual classifications. This entails employing a similar naming strategy to that initially used in the case of ordinary criminology; namely, taking the terminology of hyperviolence (such as “H-cruelty”) and further adding a capital “C,” wherein designating the hypercriminality variant (e.g., HC-cruelty).

[0094] In direct analogy to the case previously made for criminality, hypercriminality is similarly subdivided into categories (I) and (II), as further diagrammed in FIGS. 6-A and 7-A. These diagrams represent formal categorizations of the preliminary terminology of hyperviolence modified to fit the affiliated transitional format. According to this formal schematic format, a small “t” is used to designate the initial double bind maneuvers, whereas a small “d” stands for the disqualified form of counter double bind maneuvers. These two distinctive categories of hypercriminality are further incorporated into the transitional power pyramid definition format: as depicted in FIGS. 6-B to 6-E for hypercriminality (I), and FIGS. 7-B to 7-E for hypercriminality (II). This basic format formally entails modifying existing definitions of routine criminality by adding the prefix “hyper-” to each component term.

Mental Illness—I and II

[0095] For sake of symmetry, there necessarily exists a related category of transitional maneuvers with respect to the realm of the vices of excess; namely, the 56 individual classifications of mental illness depicted within FIGS. 8-A and 9-A. According to this formal transitional format, 32 distinctive terms exist for mental illness (I), in addition to 24 terms for mental illness (II). In particular, a suitable number of clinical classifications have been identified with respect to the terminology of psychosis proposed by Karl Leonhard, as well as the terminology of the personality disorders/neuroses contained within DSM-IV. These established terminologies effectively correspond to the specifics predicted for the transitional model of mental illness, as representative of double bind and counter double bind maneuvers targeting the vices of excess.

A Clinical Terminology for Mental Illness

[0096] According to principles of modern psychology, two main classifications of psychosis are traditionally recognized; namely, the manic-depressive style of mood disorders, in addition to the distinctive categories of schizophrenia. The mood disorders are typically much less debilitating than the schizophrenias, effectively representing the initial double bind style of maneuvers with respect to the vices of excess. This precise degree of correspondence relies in large part upon the detailed terminology contained within the English translation of Karl Leonhard's The Classification of Endogenous Psychoses, Fifth Edition: conveniently accounting for the precise number of slots predicted within the double bind theory of mental illness. The most basic personal level within the power hierarchy represents a special case due to the less debilitating nature of its affiliated symptomology: specified through the respective listings of personality disorders and neuroses contained within the Diagnostic and Statistical Manual of Mental Disorders-IV (DSM-IV).

Transitional Power Pyramid Definitions for Mental Illness

[0097] This detailed terminology of mental illness is further incorporated into the formal context of the transitional power pyramid definitions. The complete listing of definitions for mental illness (I) is listed in FIGS. 8-B to 8-E, whereas those for mental illness (II) are offered in FIGS. 9-B to 9-E. This format is parallel in form and function to that previously seen for the lesser virtues, although now representing transitions into the realm of excess (instead of the virtuous mode). The power pyramid definitions for mental illness, accordingly, are based within the most basic personal level that targets the personality disorders and the neuroses. The remaining group, spiritual, and humanitarian levels, in turn, are characterized by the definitions targeting the higher classifications of the psychoses: namely, the mood disorders and the individual classifications of schizophrenia.

The Accessory Forms for the Transitional Power Maneuvers

[0098] In line with the pattern previously established for the major terms, there also exists a parallel complement of accessory versions for the transitional power pyramid definitions. These accessory definitions are defined as the formal reversal of the “you” and “I” perspectives in relation to the main counterparts. This reversal of perspectives for the accessory definitions allows for a crucial “empathic” dimension when extended to the schematic AI format, allowing the computer to decode and respond to all potential perspectives within a given verbal interchange. For the accessory power pyramid definitions, this reciprocal pattern of authority/follower roles follows a strict give-and-take dynamic, formally defined as “if you, then I,” (and vice versa). According to this strict power-sharing strategy, half of the authority/follower roles are designated with respect to the subjective “I” role, whereas the remainder are specified via the objective “you” role. This confluence of role-polarities is formally staggered so that the “objective” terms directly complement the “subjective” terms within the respective power pyramid definitions.

[0099] In direct analogy to the main sets of transitional definitions, these accessory definitions are parallel in every respect to their main counterparts with the exception that the “you” and “I” polarities are now reversed. This reciprocal reversal of “you/I” perspectives is predicted within the formal definition format, allowing for a reciprocating confluence of subjective/objective viewpoints. This dual specificity of perspectives is similarly encountered with respect to the emerging field of “Theory of Mind,” where reciprocating viewpoints allow for the perspective of “another.”

[0100] The complete listing of accessory power pyramid definitions is tabulated in FIGS. 10-A to 10-D for the accessory lesser virtues (I), and FIGS. 11-A to 11-D for the accessory lesser virtues (II). The accessory power pyramid definitions for criminality are tabulated in FIGS. 12-A to 12-D for accessory criminality (I), and FIGS. 13-A to 13-D for the accessory criminality (II). The accessory power pyramid definitions for hypercriminality are tabulated in FIGS. 14-A to 14-D for accessory hypercriminality (I), and FIGS. 15-A to 15-D for the accessory hypercriminality (II). The accessory power pyramid definitions for mental illness are tabulated in FIGS. 16-A to 16-D for accessory mental illness (I), and FIGS. 17-A to 17-D for the accessory mental illness (II). In these latter two sets of definitions, the accessory forms of mental illness are distinguished by the addition of the qualifier—(B).

The Power Pyramid Definitions for the General Unifying Themes

[0101] One final set of definitions proves crucial to the function of the IIALA-T; namely, the power pyramid definitions relating to the general unifying themes. According to the preceding patent application for the IIALA, the respective Ten Ethical Laws of Robotics were defined in terms of general unifying themes targeting both the virtues and the vices of defect. Accordingly, a separate general theme exists for each four part grouping of individual terms. For instance, the theme of “utilitarianism” encompasses the corresponding listing of cardinal virtues. A similar pattern further extends across the entire ten-level span of the power hierarchy. For instance, the personal authority role celebrates the theme of individualism, extending to the sense of personalism for the next higher group authority level. The spiritual authority role further targets the more idealized theme of romanticism—in keeping with a broader emphasis on universal principles. The themes for the remaining humanitarian and transcendental levels take their cues from the titles of their specific listings of terms; namely, ecumenism and humanism, respectively. A parallel sequence of accessory variations are further distinguished; namely, quintessentialism-heroism-charisma-evangelism-altruism.

[0102] In a parallel fashion, the remaining follower roles are similarly organized in terms of an affiliated sequence of individual themes: namely, pragmatism-utilitarianism-ecclesiasticism-eclecticism-mysticism. In particular, the theme of pragmatism refers to that which is expedient to the individual, extending to the group level as a utilitarian concern for the common good. This trend further extends to the remaining spiritual, humanitarian, and transcendental realms with respect to the themes of ecclesiasticism, eclecticism, and mysticism, respectively—as shown in FIG. 18. This pattern similarly extends to a corresponding accessory sequence; namely, expediency-practicality-dogmatism-moralism-spiritualism. Each of these virtuous themes is further incorporated into the formal schematic pattern of power pyramid definitions. These newly devised sets of definitions both transcend and unify the more routine sets of definitions initially described for the individual groupings of the virtues, values, and ideals.

[0103] For sake of symmetry, it also proves crucial to devise a parallel sequence of themes targeting to the vices of defect, in addition to the corresponding accessory counterparts: representing the direct moral antonyms of the respective virtuous themes. For instance, the sequence of themes specifying the authority roles (knavery-villainy-profanity-apostasy-nihilism) directly contrasts point-for-point with the themes specified for the virtuous realm (individualism-personalism-romanticism-ecumenism-humanism). Similarly, the sequence of vices targeting the follower roles (fraud-corruption-heresy-anarchism-diabolism) respectively mirrors its affiliated virtuous series (pragmatism-utilitarianism-ecclesiasticism-eclecticism-mysticism). A similar pattern extends to the respective accessory counterparts: namely, mischievousness-notoriety-scandalousness-fanaticism-alienation and deceptiveness-venality-sanctimony-lawlessness-heathenism. In strict analogy to the case previously made for the virtuous themes, this parallel hierarchy of themes for the vices of defect is similarly incorporated into the standard power pyramid definition format.

[0104] A parallel listing of definitions further extends to the realm of the vices of excess, where the basic definitions for the virtuous themes are altered through modifiers such as “extreme” and “excessive” to reflect the extreme nature of the vices of excess. These listings of definitions are further depicted in FIG. 19-A for the main versions of the themes, and FIG. 19-B for the accessory versions of the themes for the vices of excess.

[0105] A similar pattern further holds true for the remaining themes relating to hyperviolence, wherein the themes for the vices of defect are altered through similar modifiers to reflect their extreme nature of hyperviolence. This additional set of definitions is depicted in FIG. 20-A for the main themes for hyperviolence, as well as FIG. 20-B for the accessory themes for hyperviolence.

The Transitional Listings of Themes

[0106] With respect to the current specification of the IIALA-T, the basic set of the general unifying themes is further modified to target the formal two-stage transitional format, resulting in an affiliated complement of power pyramid definitions for the transitional themes. The definitions for the themes representing the lesser virtues (I & II) are depicted in FIGS. 21-A and 21-B; while those for the themes for criminality (I & II) are shown in FIGS. 22-A and 22-B. The transitional definitions for the themes for hypercriminality (I & II) are shown in FIGS. 23-A and 23-B, where the terms from FIGS. 20-A and 20-B are directly substituted into standard the transitional format. The transitional definitions for the themes for mental illness (I & II) are shown in FIGS. 24-A and 24-B, where the terms from FIGS. 19-A and 19-B are formally substituted into the standard transitional format.

[0107] These definitions for the main listings of transitional themes are further augmented by an affiliated set of accessory counterparts, where the polarities of “you” and “I” roles in the definitions are formally reversed. These additional sets of accessory definitions for the transitional themes are not explicitly spelled out in the course of this patent, being as they represent systematic modifications of the main versions. This is achieved by substituting the relevant accessory themes for the major virtues, vices of defect, the vices of excess and hyperviolence directly in the formal transitional format: resulting in the specific accessory variations (accompanied by a reversal of the “you” and “I” roles). The current patent application claims the additional application of the accessory themes with respect to the transitional power pyramid matching procedure through recourse to the previously stated basic formula (even though the tables of accessory transitional definitions for the themes are not specifically spelled out in the long-hand format).

[0108] In summary, the addition of the main and accessory general unifying themes serves in the role of an extra degree of complexity with respect to the programming for the IIALA-T, permitting an additional set of checks and balances with respect to the decoding procedure. This affiliated hierarchy of transitional themes is matched against ongoing communication, further narrowing the scope of the matching procedure in conjunction with the matching procedure for the individual terms—providing an enhanced degree of verification.

Specifications and Operation—FIGS. 25, 26, 27

[0109] The currently defined transitional form of the inductive inference affective language analyzer (transitional)—abbreviated IIALA-T—exhibits three modes of operation, each with distinct advantages. First to be described is a passive monitoring mode, which monitors a verbal interaction without any active input of its own (no clarification of ambiguities). This circumstance is remedied through a subsequent active monitoring mode, clarifying uncertainties through the addition of a stock sentence generator that devises interview types of questions—eliciting yes or no answers. The most advanced mode of operation is a true AI simulation mode, where the IIALA-T employs detection/monitoring data to simulate a transitional interactive role of its own design. This is accomplished utilizing a general-purpose sentence generator that formulates responses that are judged for appropriateness by feedback through the decoding system. Each of these three modes of operation is described further in the order given. These modes of the IIALA-T (although distinct operations) are fully compatible with (and run in conjunction with) the more basic form of IIALA described previously: allowing for the additional applications of humor/comedy & security functions, etc. In concert with the more basic forms of communication mediated by the IIALA, a convincing simulation of AI is achieved (in conjunction with the transitional features embodied in the IIALA-T).

AI=artificial intelligence

AMS=active monitoring subcomponent

CR-PA=computer response probability analyzer

IIALA-T=inductive inference affective language analyzer—(transitional)

LTM=long term memory

MCU=master control unit

MCU-IE=master control unit inference engine

MCU-KB=master control unit knowledge base

MCU-PA=master control unit probability analyzer

MCU-WM=master control unit working memory

MP-IE=matching procedure inference engine

MP-KB=matching procedure knowledge base

MP-PA=matching procedure probability analyzer

MP-WM=matching procedure working memory

NV-RA=nonverbal response analyzer

OCR=optical character recognition

OWP=output working memory

SG-WM=sentence generator working memory

SSG=stock sentence generator

SG-OMB=sentence generator output memory buffer

STM=short-term memory

UI=user interface

The Passive Monitoring Mode

[0110] A passive monitoring mode (depicted in FIG. 25) serves as the basic foundation for the other two modes of the IIALA-T. As a process for decoding the motivational parameters of affective language, the flow chart depicting the operation of this process (as well as the representative circuitry) are illustrated in the same schematic diagram. According to FIG. 25, the sequence of steps comprising the operation of the passive monitoring mode are depicted using consecutively numbered arrows, each number designating a step in the procedure depicted by the box to which the designated arrow points. This specific format was chosen (rather than numbering the individual boxes themselves) due to the fact that some of the boxes are assigned differing functions in the remaining active monitoring and AI simulation modes. For sake of clarity, the arrow leading to a given box is therefore numbered, allowing all three modes of operation to be depicted in concert with one another. The current schematics for the IIALA-T are closely related to that previously specified for the original IIALA, with the exception that the transitional power maneuvers (rather than the complementary variety) are now targeted in the definition matching procedure. Through this decoding and simulation of the transitional class of power maneuvers, the IIALA-T employs a number of the same processes and circuitry specified for the IIALA—although with a number of key exceptions—now to be described.

[0111] The first step in the passive monitoring mode for the IIALA-T is an input stage, where language is inputted for matching with the transitional power pyramid definitions. Spoken language is decoded by means of a microphone linked to a speech recognition unit (step 1b): where sound waves are analyzed into distinct words and sentences using continuous speech recognition (such as commercially available in IBM's Via Voice program). The microphone is also connected to a voice print analyzer (step 1a) allowing a person speaking to be matched to a voice print pattern stored in long term memory. The microphone is also connected to a voice-stress analyzer, a further indicator of any degree of verbal disqualification characteristic of the counter double bind maneuvers. Active written input from a keyboard or handwriting recognition device is routed to a digital word database (1d). Printed text is inputted from a scanner to an optical character recognition program (OCR) such as Xerox Pagis Pro (step 1c). A video camera (as well as an optional polygraph setup) is connected to the nonverbal response analyzer, which decodes nonverbal aspects of the communication. Discretely analyzed words or phrases are subsequently routed to a working memory of the power pyramid definition matching procedure (steps 2b, 2c and 2d). The voice print results are also routed to the working memory (abbreviated MP-WM) (step 2a), as well as the determinations of the NV-RA (step 2e).

The Power Pyramid Definition Matching Procedure Inference Engine

[0112] A matching procedure with the transitional power pyramid definitions is initiated upon the sentence data imported from the working memory of the matching procedure. The circuitry relating to this procedure is structured along the lines of an expert system (the transitional definition matching procedure expert system). It consists of the three basic components of an expert system; namely, an inference engine, a knowledge base, and a working memory—the MP-WM, already described. The inference engine is a hierarchy of processor complexes, a separate processor complex dedicated to each power pyramid definition (for a grand total of 496): 64 for the lesser virtues, 64 for the classifications of criminality, 64 for the categories of hypercriminality, and 56 for the forms of mental illness (in addition to the 248 total accessory variations).

[0113] Each processor complex is further interconnected in strict accordance with the hierarchial organization of the transitional power pyramid hierarchy. This programming architecture is further augmented with the definitions for the general unifying themes depicted in FIGS. 21-A & 21-B through 24-A & 24-B, providing an additional layer of complexity to the matching procedure. This is accomplished by programming the 16-table complement of definitions for both the main and accessory transitional themes, matched against ongoing communication: which in conjunction with the matching procedure for the individual transitional terms further narrows the scope of the matching procedure (providing an additional degree of validity with respect to the individual transitional terms).

The Power Pyramid Definition Matching Procedure Knowledge Base

[0114] Each processor complex within the matching procedure inference engine (hereafter abbreviated MP-IE) receives the same data from the matching procedure working memory (step 3), initiating the power pyramid definition matching procedure in concert with a knowledge base memory array (step 4). The knowledge base for the matching procedure is a collective memory array for the MP-IE, representing the formal conceptual template for the full complement of transitional power pyramid definitions. The matching procedure knowledge base (hereafter abbreviated the MP-KB) takes the form of bulk memory storage, reflecting the enormous memory capacity required for programming the variable parameters of the power pyramid definitions into memory storage. The basic unit of knowledge organization within the MP-KB is the conceptual frame (and sub-frame), A separate frame is created for each basic component within a power pyramid definition; namely, noun, predicate, adjective, etc. employing a programming language such as C++ (although not necessarily restricted to any one language in particular). Each (master) frame is further subdivided into numerous sub-frames specifying the words/phrases descriptive of the frame.

[0115] For example, the nouns (captain, chairman, etc.) represent sub-frames of the basic frame denoting group authority. In addition to list-based algorithms, rule based algorithms are further employed, as in cases denoting exceptions to the rule. A similar process holds for the verb/predicate components of the sentence as well. The sum-totality of all such frames and sub-frames summate into a master frame-based model of affective language in general, a task simplified through a reliance upon the hierarchal organization of the power pyramid hierarchy. The greatest degree of complexity involves programming the most basic personal authority/follower levels within the power pyramid hierarchy. The subsequent group, spiritual, humanitarian, and transcendental authority levels build in a stepwise fashion upon this elementary personal foundation, resulting in a master semantic hierarchy of motivational terms. Through the principle of inheritance, the higher levels inherit the basic dynamics set forth at the personal level (group authority representing a more advanced modification of personal authority, and so forth). Through this formal sequence of transformations, the entire range of affective language is reproduced in the MP-KB, providing a master data-base for the matching procedure of the MP-IE.

The Matching Procedure Inference Engine

[0116] The matching procedure inference engine searches the MP-KB employing heuristic search parameters (step 4), determining the most probable match for the sentence inputted from working memory. The algorithm employed in this matching procedure is one of the process of elimination; namely, the field of inquiry is systematically narrowed until the best remaining solution is ultimately determined. This is achieved through a parallel style of search paradigm employing an expert system concept of a decision tree. Through a depth-first style of decision tree search (employing an if/then logic structure) the most probable solution to the power matching procedure is effectively determined.

[0117] A typical example of a sample cycle for such a matching procedure is offered for clarification purposes. As previously described, a typical spoken sentence is recorded through a microphone and analyzed into its individual words within a speech recognition unit. The results are routed to a matching procedure working memory, where they are subsequently routed (in parallel fashion) to each of the 496 processor complexes comprising the matching procedure inference engine (MP-IE), in addition to the 128 processor complexes relating to the main and accessory transitional themes. Each processor complex within the MP-IE searches for the particular criteria of its respective power pyramid definition within the MP knowledge base, determining a given probability of a match with the target sentence inputted from working memory. The matching procedure knowledge base is shared in parallel fashion by each of the processor complexes, each searching for matches in the knowledge base specific to the particulars of its particular power pyramid definition. For example, if the noun, “governor” is a component of the inputted sentence, then the processor complexes of the MP-IE dealing with group authority determine (from checking with the knowledge base) that this circumstance is indicative of a match for group authority.

[0118] Such a match is judged probable according to criteria set forth in rules programmed into the inference engine, making use of the principles of fuzzy logic for evaluating the variable probabilities under consideration. A key feature of many expert systems, fuzzy logic gives a general confidence level of reliability—rather than an absolute degree of certainty or falsity. Circumstances can be judged highly probable, moderately probable, moderately improbable, etc., (with even greater shades of meaning in between)—determined by the degree of precision called for by the applications under consideration. Fuzzy logic is particularly helpful in cases when pronouns are used in the sentences. Collective pronouns (such as we, us, and them) indicate a group context or higher, with the final probabilities approximated through the aid of fuzzy logic. The meaning of pronouns is further clarified through the aid of accessory data from the voice print analyzer, offering clues to the identity of the speaker of the sentence (along with the underlying context), a function mediated by the master control unit (more concerning this later).

A Sample Sequence for the Matching Procedure

[0119] In summary, each processor complex within the MP-IE is equipped with a specific set of criteria attuned to a particular power pyramid definition. In the first step of the process of elimination, each said processor complex initiates a matching procedure with respect to the subject/object content of the sentence data from working memory (namely, the nouns, adjectives, and articles related to them. For example, the noun “celebrity” makes a high probability match with the processor complex specifying group authority. The adjective “entertainment” celebrity further enhances this probability, as respectively determined from the knowledge base.

[0120] The initial party in the interaction also proves crucial for specifying the transitional relationship: as in “You as my loyal fan are gratefully seeking my celebrity autograph.” The party initiating the contact (the fan) maneuvers from the one-down position (the personal follower role) with respect to the group authority figure (the one-up position). Accordingly, to match the power pyramid definition for loyalty, all of these specific factors must be detected; namely, a new relationship established from the one-down position (with both the authority and follower roles are directly specified).

[0121] According to this decoding procedure, the nouns relating to the authority/follower roles are examined first. In the case of the loyalty example, the personal follower/group authority pairing relegates the remaining potential pairings to a low probability status, a full 90% reduction for this first stage alone. In cases where the sentence is incomplete (such as with the use of pronouns) the processor complexes are weighted more equally, with any more decisive degree of elimination necessarily awaiting further analysis at the forthcoming predicate stage of processing.

[0122] Returning to the ongoing example, the “group authority/personal follower” processor complex is determined as the most probable domain of inquiry at this initial phase of the matching procedure. This domain is preferentially selected for the next step in the elimination process; namely, an examination the predicate structure of the inputted sentence (verbs, adverbs, and modifiers), further narrowing down the scope of the matching procedure. This subsequent determination is one step further into the matching procedure decision tree, according to the if/then style of logical operation. If the “group authority/personal follower” realm is the most highly probable (according to the standards set forth in fuzzy logic), then only those subordinate processor complexes are activated at the subsequent (predicate) level of analysis. The other authority-related nodes within the decision tree are temporarily shunted out of the process due to their low probability following the subject/object decoding procedure. These can be reactivated, however, if the prime line of reasoning through the “group authority/personal follower” domain does not yield adequate results. The prime search strategy employs a depth-first style of search algorithm, exploring all of the subordinate nodes of the preferred “group authority/personal follower” path for the most probable solution to the matching procedure (or failing this, the less likely nodes are evaluated in turn for further possible matches).

[0123] Returning to our ongoing example, the “group authority/personal follower” domain node is depth-searched first in the predicate matching procedure. For sake of simplicity in explanation, this example is restricted to the lesser virtues, although in relation to the broader picture, this could further extend to the realms of criminality, hypercriminality, or mental illness. With this analysis restricted to the lesser virtues (for illustrative purposes), the processors that contain the exact pairing of authority/follower roles as components are directly spotlighted first: namely, loyalty-responsibility-discipline-vigilance. The predicate matching procedure further narrows this preliminary scope, examining the verbs and adverbs of the target sentence for affective content to be matched with the matching procedure knowledge base. Unlike the subject/object procedure, the predicate matching procedure employs several sequential stages to completely narrow the focus (which can be employed either sequentially or simultaneously).

The Predicate Matching Procedure

[0124] The most easily determined (and logical first operation) determines the specific tense of the main verb from the target sentence. Although the term “loyal” fan is specified within the sentence, such an arrangement is not always so clear. The true verb structure of the sentence (are seeking), along with the object (autograph) collectively prove informative, which in conjunction with the “fan” status suggests a past directed time-frame: e.g. the fan worships the past notable achievements of the celebrity. This further limits the range to two basic options: namely, loyalty or responsibility.

[0125] This second node in the predicate matching decision tree (by definition) activates a further if/then decision node; namely, if loyalty and responsibility match, then determine whether either positive or negative reinforcement is at issue. This is resolved through a further examination of the basic dynamics underlying autograph-seeking, employing a more detailed examination of the matching procedure knowledge base (by the MP-IE processor complexes specific to loyalty and responsibility). The knowledge base subsequently determines that “autograph seeking” typically denotes a positive action within such a past-directed context: directly spotlighting loyalty as the ultimate solution.

[0126] Although loyalty is determined to be the most probable match, one final process of elimination proves crucial; namely, determining whether the main or accessory version of the term is employed. The main and accessory terms differ in terms of subjectivity vs. objectivity (where the you and I roles are reversed). This step is left till last due to ease with which it is resolved. The fan seeks the autograph in the third-person tense; hence, the objective “loyalty” perspective is selected.

[0127] Although this completed matching procedure example appears relatively straightforwardly, recall that (for simplicity's sake) the domain of possibilities in the selected example was restricted to the realm of the lesser virtues. In an unrestricted sense, the predicate matching procedure is expanded to allow for a determination of any of the related configurations: namely, criminality, hypercriminality, and mental illness. These additional power pyramid definition-processor complexes of the MP-IE are simultaneously activated in an unrestricted fashion (the decision trees for these further options operating in parallel fashion). The final outcome is essentially the same, with only one determination specified as the most probable match within the predicate matching procedure.

The Decoding Procedure for the Counter Double Bind Maneuvers

[0128] This decoding of the transitional style “loyalty” double bind maneuver relies upon a specific configuration of authority/follower roles, as well as the predicate details of the relationship. This preliminary character of the double bind maneuver further serves as a cue that the counter double blind might surely follow, in this case, the humility countermaneuver of the celebrity figure. This counter double bind maneuver is by no means the only option, for the celebrity figure can also accept the initial transitional maneuver as offered: in essence, reciprocating his expected “glorious sense of nostalgia” role. In order to distinguish this cooperative “glory” option from its related “humility” counter maneuver, an additional decoding strategy must further be employed. The respective segments for the power pyramid definitions for “glory” and “humility” are virtually indistinguishable (with the exception of the disqualification expressed for the latter). It therefore follows that this latter disqualified aspect represents a further crucial focus of inquiry. Hence, rather than the strict analysis of the verbal content previously emphasized, the detection of any degree of disqualification is crucial at this further level of decoding.

[0129] This is chiefly be detected through monitoring the many naturally occurring physiological parameters accompanying such disqualified communication. In addition to inconsistencies in verbal communication, additional voice stress and lie-detector technologies further serve to identify such disqualified communication. For instance, in addition to the voice-print analyzer, the voice stress analyzer specifically measures low frequency levels of stress in the voice, a feature frequently indicative of deceptiveness. Other tonal aspects of the voice (such as heightened inflection) further indicate insincerity, particularly in the guise of jocularity or facetiousness.

[0130] Facial expressions further betray states of underlying emotion; in particular the micro-expressions recorded using a video camera amenable to classification within a Facial Action Coding System. This facial camera set-up is also modified to include monitoring the changes in pupil size. This parameter directly indicates underlying states of emotion, with larger pupils indicating positive emotions, whereas the reverse applies to negative contexts. In concert with body posture, body synchrony, and gestural mannerisms, these outwardly monitored diagnostic parameters certainly prove crucial for detecting any affiliated sense of disqualification.

[0131] Autonomic parameters requiring direct physical contact similarly prove useful: such as conventionally monitored in the traditional lie-detector set-up. Said polygraph indicators include the galvanic skin response GSR (monitoring stress), the blood pressure cuff (monitoring fluctuations in blood pressure), in addition to the chest strain gage (measuring rate and depth of breathing). Even brain wave activity can indicate deceptiveness, employing brain “fingerprinting” to detect distinctive brain-murmur wave patterns indicative of recognition of a crucial event (or lack thereof).

[0132] These more invasive strategies are clearly less desirable from a technical standpoint, being that the obvious context of the test can adversely skew the accuracy of the results. The less-invasive strategies (such as voice stress and micro-expressions) prove more effective for detecting disqualification within a conversational context. Through the use of said non verbal strategies, disqualification within the counter double bind maneuvers is formally detected, greatly aiding the matching procedure.

[0133] This crucial role in detecting disqualification directly employs the nonverbal response analyzer (NV-RA), a critical component of the IIALA-T. Indeed, the NV-RA doubles as an expert system in its own right, examining a broad range of nonverbal parameters in order to determine if any degree of disqualification. To increase accuracy, an extensive database of individuals previously contacted is consulted: comparing previous patterns of mannerisms and inflections with the current context in order to detect disqualified communication. This relative determination of disqualification is passed (step 2E) to the working memory of the matching procedure, which activates the relevant processor complexes in conjunction with the analysis of the verbal content of the sentence, wherein increasing decoding accuracy.

The Matching Procedure Probability Analyzer

[0134] Returning to our ongoing example, the “loyalty” option is determined to be the most probable result through a process of elimination. This result is subsequently routed to the probability analyzer (step 5) of the matching procedure (hereafter abbreviated MP-PA). The MP-PA compares the probabilities derived from the loyalty determination to calculate the degree of compliance with respect to the standards set for the applications at the current level of operation. If the determination is affirmative, the matching procedure is judged to be complete. In the case of an inadequate determination, the remaining nodes of the matching procedure decision tree are retroactively activated, subsequently reexamined in a descending order of probability. If none of these subsequent searches proves more reliable than the preferred loyalty determination, then loyalty is retained as the solution (although to a substandard level of confidence).

[0135] Also at this stage, the matching procedure targeting the transitional themes is evaluated. Should the respective theme correspond with its respective “loyalty” counterpart, then the matching procedure is said to be enhanced in its accuracy (as opposed to a lack of correlation): a factor that can easily sway the balance of the final determination.

The Master Control Unit Working Memory & Short Term/Long Term Memory

[0136] The results of the ultimate (loyalty) determination of the MP-PA are routed (step 6) for temporary storage in the active (contextual) working memory of the master control unit. Said current data identifies the most probable transitional power pyramid definition associated with the currently inputted (target) sentence. A particular entry within this working memory is actually entered as a complex of features; namely, the complete sentence, the sentence components, the identity of the person speaking, the nonverbal response parameters, along with a determination of the most probable match with its transitional power pyramid definition. This data remains in temporary storage until a new sentence is received, the original entry subsequently displaced (step 10a) into a short term memory storage (abbreviated STM). STM encompasses the sum totality of data recorded within an ongoing active conversation. The record of the final complete conversation is subsequently transferred (step 10b) to a long term memory storage (abbreviated LTM), freeing up short-term memory for the recording of new conversations. This MCU conversational knowledge base takes the form of a bulk memory device, storing all past verbal interactions monitored by the computer: coded so as to be quickly searched by the MCU-IE. A portion of this knowledge base also contains a baseline database installed during manufacture (so that the maiden startup is fully supported via a preliminary knowledge base).

[0137] Short-term and long-term memory storage is further crucial for determining the context of sentences with indeterminate structure (such as occurs with the use of pronouns). This contextual content is determined by a master control unit (abbreviated MCU), coordinating the retrieval of information stored from past conversations, whereby converting it into a form useful to the matching procedure. The MCU is actually an expert system in its own right, employing a knowledge base based upon conversational memory. Whereas the inference engine for the matching procedure of the IIALA-T is restricted to a knowledge base targeting the transitional power pyramid definitions, the knowledge base of the MCU is defined as the cumulative pattern of how such power maneuvers accumulate over real time (a higher-order style of knowledge base). The MCU predicts ahead of time which power pyramid maneuvers in conversation are most likely to occur next, allowing the matching procedure to operate more accurately. The MCU is now described in greater detail, outlining its utility as a feedback system for enhancing the performance of the matching procedure.

The Master Control Unit

[0138] The MCU incorporates all of the familiar aspects of an expert system. The working memory of the MCU is the active (contextual) working memory previously described, now defined as the MCU working memory (abbreviated MCU-WM). The knowledge base of the MCU is the short-term and long-term memory stores (abbreviated STM and LTM), containing the sum-totality of all (short-term and long-term) conversational contexts. The inference engine of the MCU (abbreviated the MCU-IE) is organized along lines similar to the matching procedure inference engine, with a separate processor complex for each transitional power pyramid definition (for a grand total of 496). The decision tree of the MCU-IE employs a radically different heuristic style of search algorithm consistent with the distinctive content of its knowledge base (the record of all previous verbal interactions). The MCU determines the relative probability that a given power maneuver follows another (based upon its memory base), offering a prediction of the power maneuver immediately forthcoming, priming the matching procedure with clues to the predicted identity of the next inputted sentence.

[0139] The decision tree of the MCU-IE systematically narrows the focus of its memory knowledge base, determining the next most probable solution or solutions. For a given transitional power maneuver, there are a limited number of possible options that can follow it (not all equally probable). The most probable follow-up maneuver is an immediate transformation of the current one. In terms of a semantic network, it shares an “edge” with the preliminary maneuver. For the transitional power maneuvers, the options are fairly restricted. For instance, with respect to the virtuous responses to the double bind style of “loyalty” maneuver, four basic options are predicted. The first entails accepting the loyalty maneuver as presented; e.g., gloriously acting nostalgically as expected. In the second case, the celebrity resists the overture by humbly denying being worthy of such a loyalty, wherein disqualifying the context of the entire transitional relationship. A third possible option invokes the symmetrical loyalty maneuver; namely, mirroring the loyalty transitional maneuver back to the fan: as in complementing him on his activities as a fan. A fourth option entails a switch to the accessory counterpart, where the “you” and “I” roles are effectively reversed, allowing one to maneuver the perspective of another. The act of ignoring the fan is not considered here, representing a “null” form of aborted relationship.

[0140] With respect to the affiliated counter double bind maneuvers, the range of potential (follower) responses to the celebrity's humility maneuver is similarly restricted. These basic options are defined as: (1) abandon the transitional interchange altogether, (2) change to a new subject, (3) mirror the humility tactic back in a symmetrical fashion, or (4) switch to an accessory viewpoint. In both cases, this preliminary reduction procedure represents a much more manageable complement of potential response options, serving as a basis for the subsequent determinations mediated by the MCU.

a Sample Sequence with Respect to the MCU Decoding Procedure

[0141] Before proceeding further, the dynamics of a sample decoding procedure is summarized through returning to the previous loyalty example. At the beginning of the MCU process, the MCU-WM contains the loyalty determination (previously determined through a matching procedure with the power pyramid definitions). This basic determination, along with the person speaking it, a breakdown of grammatical components, etc., are routed to the MCU-IE (step 7), directly activating the loyalty processor complex within the MCU-IE processor array. The loyalty processor, in turn, searches the MCU knowledge base (the STM and LTM) for all recorded instances matching the current parameters (steps 8a and 8b); namely, all past instances of the loyalty maneuver matching the person speaking (the celebrity fan in question). Through an additional operation, the loyalty processor further activates the next most probable processors in the sequence governed by the transformational rules previously described: namely, willing acceptance of the “glory” maneuver by the group authority, resistance in the form of “humility,” or the symmetrical/accessory options.

[0142] The MCU-IE loyalty processor, in turn, passes along data identifying the next party in the interaction predicted to respond next (in this case, the celebrity figure). According to this additional information, the four newly activated processors further search the MCU knowledge base in a parallel fashion (designated as steps 8a and 8b), identifying power maneuvers immediately following the previously highlighted loyalty maneuver. For example, if the MCU-IE processor complex specific to “humility” identifies many past examples of the celebrity acting humbly in response to the fan's loyalty maneuver, then this determination is identified as the preferred response according to the personality dynamics of the celebrity figure. These relative probabilities are further calculated according to the algorithm of fuzzy logic in terms of the number of occurrences, the strength of response, etc. (leading to an overall determination of highly probable, moderately probable, etc.). The other three (transitional) processor complexes initiate their own knowledge base searches, yielding similar sets of (fuzzy logic) probabilities. The results from all four processors are analyzed within a separate probability analyzer subroutine within the MCU-IE, predicting the next most probable power maneuver.

[0143] With “humility” selected as the most probable prediction, the MCU-IE connects directly via a feedback loop (step 9) to the corresponding humility complex within the matching procedure inference engine. This feedback mechanism primes the power pyramid definition matching procedure so that the humility node in the decision tree is checked first when a new sentence is inputted. The other three transitional options within the MCU-IE (with lesser degrees of confidence) are similarly relayed in parallel fashion, although with lesser influence than the primary option (respectively ranked as secondary, tertiary, etc.). Such feedback from the MCU provides a crucial context for ongoing communication, improving accuracy over and beyond that gleaned simply from the grammatical components of the target sentence.

[0144] The MCU provides further ancillary benefits when pronouns are used, keeping track of respective identities through a contextual style of monitoring. Furthermore, this feedback mechanism increases the accuracy of the predicate matching procedure by predicting (in advance) the next most probable power maneuver. Random changes of subject necessarily circumvent such predictions, (usually signaled in conversation as: “not to change the subject, but . . . ). The matching procedure-working memory is further designed to detect such colloquialisms, signaling to the MCU that all educated bets are off (at least for a new transitional sentence).

[0145] The complete description of the passive monitoring mode of the IIALA is respectively seen as a recurrent network, a dynamic system where the state of the network at any given moment is dependent upon the state of previous moments. The MCU provides a contextual foundation for the power pyramid definition matching procedure, greatly increasing the degree of accuracy in monitoring ongoing verbal communication. Although the “loyalty” example was described in detail for demonstration purposes, it remains just one of many possible variations possible in the transitional matching procedure. This patent further claims the domain of each of these remaining variations in relation to the transitional power pyramid definition matching procedure, the true heart of the IIALA-T.

The User Interface

[0146] The passive monitoring mode further requires a separate input mechanism for permitting adjustments to the system, in addition to an output mechanism (for supplying the results of said determinations upon demand). This is accomplished through a separate user interface (abbreviated UI), yet a further standard feature of an expert system. This user interface is connected directly to the MCU-IE (step 11), being that the MCU directly oversees the STM and LTM segments of its knowledge base. Through the input function of the UI, the machine operator queries the MCU for records within its knowledge base of past conversational sequences. The UI is also used to modify the knowledge base of the MCU. Furthermore, through aid of the feedback loop (step 9) the UI modifies and updates the knowledge base of the matching procedure (through relay through the MCU).

[0147] The final determinations to UI inquiries are routed from the MCU to an output working memory, abbreviated OMB (step 12), a temporary memory buffer that distributes output data to the output display devices. This takes the form of an active digital display (step 13b), or a standard printer for a permanent paper-based record (step 13a). A third pathway (step 13c) connects to a speech synthesizer/speaker module, allowing for a more personalized style of UI response mechanism.

The Active Monitoring Mode

[0148] In summary, the practical applications of the passive monitoring mode are limited only in terms of the purely passive nature of the information gathering procedure. Communication within the transitional (virtuous) realm is allowed to flow freely, while excursions into the realm of criminality and hypercriminality sound the alarm for outside intervention. As a basic recording device, the passive monitoring mode serves as a smart style of surveillance tape, allowing for a fast synopsis of recorded conversations. Although the unobtrusive nature of the passive monitoring mode is one of its major selling points, it can lack accuracy due to its inability to clarify the inevitable occurrence of incomplete information (where a simple query would clarify the issue). Accordingly, the passive monitoring mode can alternately be converted to an optional active monitoring mode through the addition of a stock sentence generator equipped with a stock repertoire of questions for eliciting the desired clarifications.

[0149] FIG. 26 illustrates the operation of the active monitoring mode—analogous to the passive monitoring mode up to step 5. The crucial departure occurs at the probability analyzer stage of the matching procedure (the MP-PA), invoked in cases where none of the solutions to the power pyramid definition matching procedure fit the minimum degree of confidence specified for a particular application. The MP-PA then sends a problem alert (step 14) to a special active-monitoring sub-component within the MCU (abbreviated the AMS). Unlike the regular processor array of the MCU-IE, the AMS is activated only when active clarification is called for. The AMS analyzes the deficient sentence data in order to determine where the sentence is lacking in clarity. For instance, if the subject/object data is weak due to the use of a pronoun, then this aspect is targeted for clarification. Should the predicate data of the sentence prove to be the weak link, then this aspect is respectively targeted. Clarifications are best achieved by posing simple yes-or-no questions formulated through the aid of a stock sentence generator (abbreviated SSG).

[0150] The AMS routes directly to the SSG (step 15) a description of the deficiency of the sentence, with a best guess at its potential resolution. The SSG then formulates a yes-or-no question using a stock formula incorporating the particulars of what is being queried. What follows is an attention getting prefix, followed by the question proper. For example, a typical question might be: “By (he) do you mean your celebrity?” A yes answer terminates the questioning, while a no answer reiterates the process until a solution is finally reached (or the quest is abandoned as unproductive).

[0151] Should the target of the question attempt to respond with more than a yes or no answer, then the stock repertoire politely reminds the responder of the limitations of the system. Once the query procedure has begun, the matching procedure is restricted to listening for yes or no answers (relaying the results of either option to the AMS). Following each such answer, the AMS updates the original sentence, accordingly, silently resubmitting it to the matching procedure-inference engine (where it is subsequently reevaluated through the matching procedure). When a standard level of confidence is ultimately achieved, the query phase is terminated—the system again opened up to a full range of responses. To provide closure, the SSG offers a wrap-up statement, as in: That explains things, please continue.

[0152] The physical delivery of the question utilizes the same output pathway from the MCU to the output working memory (step 16), as previously described for the passive mode. This takes the form of an active digital display (step 17b), a standard printer for a paper-based record (step 17a), or a speech synthesizer/speaker set-up (step 17c). Due to its restriction to simple yes or no questions, the active monitoring mode never becomes a convincing participant in the interaction, acting in a moderator/interviewer role. The prime directive of the active monitoring mode aims for maximum disclosure, screening for target issues (while interrupting with yes or no questions when clarifications are in order).

The True AI Simulation Mode

[0153] In summary, the active monitoring mode surpasses the passive monitoring mode in terms of potential certainty. The distractions of interrupting the natural flow of conversation are offset by the ability to clarify uncertainties in the conversation. The active monitoring mode is handicapped by its restriction to simple yes-or-no questions, imparting a somewhat machine-like demeanor. Questions posed more diplomatically entail true AI simulation, employing a more sophisticated style of response repertoire (a general-purpose sentence generator). Accordingly, large number of sentences are necessarily generated, ensuring that at least one is judged suitable following feedback through the transitional definition matching procedure (judged for overall appropriateness). The true AI mode effectively simulates an identity of its own allowing for a more natural style of interaction.

[0154] FIG. 27 illustrates this third and most elaborate version of the IIALA-T, representing an enhanced modification of the basic passive monitoring mode through the addition of a general purpose sentence generator (and associated pathways). For sake of clarity, the circuitry for the active monitoring mode has been omitted in FIG. 27, although both sets of circuitry are compatible with one another. According to this preferred version, the active monitoring mode is switched off when operating in the AI mode (and vice versa). Although not mutually exclusive, it proves inadvisable to run both modes simultaneously (for sake of response consistency), although a task-driven alternation between the two modes remains an option.

[0155] Returning to FIG. 27, this diagram builds directly upon the basic passive monitoring mode with the exception that extensive modifications are employed beginning at the level of the MCU. In terms of operation, the passive monitoring mode runs concurrently with the AI mode, the latter only overruling the former when a computer generated response is called for. Recall (in the passive monitoring mode) that the MCU predicts the next most probable response in an ongoing interaction, passing this information on to the power pyramid definition matching procedure in order to increase monitoring accuracy. This information can further be used to synthesize responses offered as originating from the IIALA-T, a simulation of AI in the realm of the transitional maneuvers.

[0156] Simulating differing modes of temperament and personality is further possible, particularly those personalities the individual gets along with the best. This data is solicited in advance for each individual, with the computer then simulating these specific personalities in order to put the individual most at ease. This simulation of personality is directly mediated through the MCU, as the following description directly serves to illustrate.

The AI Language Simulation Procedure

[0157] A brief review of the basic workings of the MCU is appropriate here, serving as the basic template upon which the modifications of the AI operation are employed. Recall that the MCU working memory dovetails into the end of the matching procedure; namely, the active (contextual) working memory doubles as the working memory for the MCU. According to the specific (loyalty) example, the basic determination of loyalty (along with its grammatical parameters) is routed from the MCU-WM to the inference engine of the MCU, activating the corresponding (loyalty) processor complex within the MCU-IE processor array. This specific “loyalty” processor, in turn, searches the MCU knowledge base, highlighting all previous occurrences (in both STM and LTM) matching said particulars (e.g., the fan's autograph-seeking maneuver).

[0158] It is at this step that the true AI procedure diverges from the passive monitoring mode. Should the loyalty maneuver of the fan be directed towards the computer (in the role of celebrity-computer), then a response is definitely called for. In preparation for formulating the AI response, the loyalty processor within the MCU-IE identifies all instances of loyalty within its knowledge base (steps 19a & 19b), regardless of the identity of the individual who made it (highlighting an abundant sampling of examples within the database). Upon this broad basis, the MCU-IE further narrows the focus of the operation through a subsequent rule based algorithm (mediated by the loyalty processor) specifying the four most probable transitional states; namely, glorious acceptance, humble resistance, symmetrical loyalty, or accessory loyalty.

[0159] Each of these four individually selected processor complexes searches the common knowledge base for examples of each type of maneuver directly following the initial loyalty maneuver. A large number of responses are highlighted in the MCU-KB, serving as a template upon which the computer will model its own response. For instance, sentences relating to humility would be identified for the next step in the process. Furthermore, preferred styles of personality are selectively favored, leading to a computer response repertoire tailored exclusively to the respondent.

The Master Control Unit Probability Analyzer Subroutine

[0160] The wide selection of sample sentences within the knowledge base are evaluated in their entirety within a separate probability analyzer subroutine within the MCU (the MCU-PA), as the return steps 19a and 19b serve to indicate. Each sentence is rated according to the principles of fuzzy logic, calculated as highly probable, moderately probable, etc. (based upon variable criteria, such as the number of times used, etc.). Should humility (for instance) receive the highest rating, it, accordingly, is ranked first (followed in descending order by the remaining less probable options).

The Sentence Generator Working Memory

[0161] It is at this stage that the true AI procedure diverges from the passive monitoring mode. In the latter mode, the probability determination is used in a feedback function to increase the accuracy of the matching procedure. In the AI mode, however, this probability data (along with its grammatical particulars) is routed to the working memory of a separate general-purpose sentence generator. Should humility (for example) be rated first, then all highlighted sentences within the knowledge base relating to humility are passed (step 20) to the sentence generator working memory (SG-WM).

[0162] Sentences relating to the other potential response options are similarly transferred in turn, although respectively further down the cue. In addition to this large sampling of sentences, the MCU-PA also sends a template of the fixed particulars of the response currently being formulated; namely, to whom the current response is being addressed, the context of the response, etc. These particulars are essential for properly modifying the sample sentences, changing the examples spoken by others (in the desired personality mode) to fit a response the computer is devising for its current context.

The General Purpose Sentence Generator

[0163] At the next stage (step 21) the sample sentences are transferred in order of priority to the sentence generator—in addition to the response particulars of the active response template. The sentence generator (abbreviated SG) strips away the original particulars of the sample sentences, replacing them with particulars specified for the AI response. The SG is further equipped with a comprehensive set of rules for syntax, grammar, and phraseology, allowing for many novel modifications to the sample sentences. These modifications effectively disguise the fact that said modified sentences were previously employed by others. Certainly not all such modified sentences are equally suited to the task. This is not a major concern, for only the best sentence is selected for delivery to the output unit—as judged through a subsequent feedback through the matching procedure.

The Sentence Generator Output Working Memory

[0164] The modified sentences from the sentence generator are stored in their original order of priority (step 22) in the sentence generator output memory buffer (SG-OMB), a necessary step being that the sentence modification procedure occurs in a prioritized fashion. The final modified sentences are slated for subsequent feedback through the transitional power pyramid definition matching procedure, where they are evaluated for their potential to express the desired maneuver intended.

[0165] Recall, however, that sentences inputted from active speech are first broken down into basic sentence components; namely, noun, verb, adverb, etc. (in order to be transformed into a form decipherable by the power pyramid definition matching procedure). It is crucial, therefore, to maintain a record of generated response sentences in an intact form before passing them along to such a diagnostic operation. Each sentence, accordingly, is labeled with an add/on code designation within the SG-OMB, and also affixed to the disjointed (component) form of the sentence. In said fashion, the sentence ultimately selected at the end of the matching procedure, in turn, surrenders its code back to the MCU, allowing the intact sentence to be subsequently retrieved from the SG-OMB for eventual delivery to the output response mechanism.

The AI Response Matching Procedure

[0166] Returning to the ongoing diagnostic procedure, sentences within the SG-OMB are coded and routed in order of priority (step 23) to the working memory for the matching procedure (MP-WM), wherein broken down into sentence components in preparation for the matching procedure. The affixed code, however, specifies a different matching procedure than was previously seen for actively inputted verbal data. Recall that a given sentence inputted from human conversation was matched to a particular power pyramid definition through a process of elimination; i.e., an unknown quantity systematically identified through a diagnostic decision tree. In the case of the computer-generated sentences, however, a different set of variables is now in question (for the power pyramid definition targeted by the sentence is already known).

[0167] Returning to the ongoing example, the first sentence to be decoded by the matching procedure represents a response within the domain of humility (being that the MCU rated humility as the most probable response). Rather than following the standard decision tree, the computer-generated sentence(s) with respect to humility are routed directly to the humility processor complex within the MP-IE processor array, which then searches its respective knowledge base (using fuzzy logic) to determine how well this artificially generated sentence conveys its designated meaning.

[0168] In a further critical sense, this new sentence should ideally further exhibit a low correspondence to any of the other power pyramid definitions (that might overlap with humility), wherein confusing its clarity. In order to achieve this additional level of confidence, the new sentence is processed in parallel fashion through the rest of the processor complexes as well. This all-inclusive process is more computationally intensive than the process-of-elimination algorithm previously described for the passive-monitoring mode, the probabilities now determined as the degree of probability approximating a null hypothesis (e.g., not matching humility). This increased demand upon the system, however, represents a necessary sacrifice for achieving a full degree of confidence with respect to the final selected response.

The Computer Response Probability Analyzer

[0169] This radical departure from the standard matching procedure specifies that the final determination be routed to a separate probability analyzer (step 25), the computer response probability analyzer (abbreviated CR-PA). The CR-PA is distinct from the MP-PA used in the standard matching procedure. The CR-PA uses a radically different evaluation algorithm, with the humility determination evaluated in the typical matching fashion, whereas all remaining comparisons are evaluated in terms of a reverse probability rating (a null matching algorithm). The code designation previously assigned to the intact sentence is given an overall probability rating by the CR-PA. This is then followed by the next sentence in the cue from the SG-OMB, processed in a sequential fashion until all sentences relating to humility are processed. The sentence emerging from this procedure with the highest overall rating is selected as the preferred computer response. On occasions when none of these computer generated sentences meets a minimum standard rating (as specified within the CR-PA), then the sentences representing the next most probable power maneuver (for example, glory) are examined in turn (and so on) until an acceptable sentence is eventually selected.

The Computer Response Output Mechanisms

[0170] The attached code for the final selected sentence is transferred to a separate subroutine within the MCU (step 26), which then uses this code to retrieve the original sentence (step 27) from the SG-OMB. The MCU then relays this retrieved sentence to the output working memory (step 28) for subsequent delivery to the respective output devices: either a speech synthesis unit/speaker (step 29c), a digital display (step 29b), or a printer (step 29a). Note that these same output pathways are also utilized in both the active and passive monitoring modes, allowing for an economical sharing of common pathways. Speech synthesis that requires a simulation of disqualified communication would require an additional modification of the output mechanisms to reflect the sarcastic inflections typically encountered.

[0171] The computer further receives feedback of its own responses through its input devices (such as when output is configured in the speech synthesis mode), although a subliminal carrier frequency is employed to cue the matching procedure to ignore decoding this response. A more effective strategy for maintaining a record of the computer's responses is a direct pathway via the MCU directly to LTM storage. These computer responses are stored in a separate folder labeled for the computer role under consideration. Ideally, a separate folder is created for each specific interaction with a given individual. Here the LTM makes effective use of a concept known as the floating ego; namely, the computer's own responses are treated the same in memory as those from other individuals. Although the computer is not technically aware of its own ego status (as humans are instinctually so) its ability to convincingly simulate the transitional maneuvers renders this drawback a moot point as far as practical applications are concerned.

[0172] Although this current version of the AI response mechanism is described in great detail, it is just one of many possible variations that accomplish a common goal; namely, the use of the entire complement of 496 transitional power pyramid definitions for simulating a transitional response repertoire in the IIALA-T. The current patent claims these other potential variations (not explicitly excluded in the previous descriptions) with respect to their practical applications to the transitional power pyramid definitions.

The AI Initiation of Transitional Sequences

[0173] With respect to its transitional style of response repertoire, the IIALA-T is not restricted to responding exclusively in terms of such counter double bind maneuvers, for it also must be able to initiate transitional maneuvers as well. The IIALA-T interacts with a new person (for the first time) by transitioning directly into a new relationship. This entails decoding the new transitional overture (should the other party go first), or devise a transitional overture of its own making. This is accomplished as a function of the MCU, employing a standard template of introductory transitional maneuvers: a general list of pleasantries that typically occur at the start of any new relationship. These standard response templates are routed to the general-purpose sentence generator (along with the particulars of the current context), resulting in a varied complement of a initial sentences. These are subsequently fed back through that feedback mechanism (steps 23-29), judged for their ability to the express the opening maneuver specified, with only the top response is delivered to the output device(s).

[0174] A further pressing question remains; namely, how does the IIALA-T determine when it is its turn to respond? The computer first looks for statements directly addressed to itself. A period of silence of more than five seconds similarly indicates that a response is in order. Furthermore, information often takes more than a single sentence to convey, further establishing the need to wait for such a pause. This is more critical in a one-to-one situation (than in a group setting), where the extra participants are typically willing to take up the slack in a given conversation. Generally speaking, less is more with respect to computer responses: where maximum human disclosure is encouraged (with computer responses restricted to pithy and meaningful interjections). This subdued approach minimizes any human resistance to a machine acting too humanlike. In circumstances calling for a livelier interaction, the MCU is instructed (via the user interface) to step up its response rate, etc.

The Addition of Add-On Expert Systems

[0175] In conclusion, the heart of the IIALA-T system is a recurrently-organized, matching procedure based upon the transitional power pyramid definitions, a procedure that is dependent upon both the content and context of a given sentence. In longer narratives (such as storytelling) meaning is typically spread out over a broad range of sentences, a circumstance that might not always be correctly comprehended by the computer. Indeed, some sentences are essentially neutral in character, but are imbedded in some overall sense of affective context with respect to the expectations of the participants. This tendency towards expanded narratives can be remedied by informing participants (ahead of time) to be succinct and to speak in discrete sentences. Such a restriction, however, is a serious drawback to any truly convincing AI simulation, where meaning is often conveyed in complex passages.

[0176] Such a shortcoming is remedied through the addition of additional expert systems attuned to such an enhanced degree of narrative complexity. Such add-on options are necessarily compatible with the two existing knowledge bases of the IIALA-T. One such expert system is necessarily a conversational analyzer, specializing in following extended conversation for affective meaning through connections to the MCU-IE and its knowledge base (steps 30a and 30b of FIG. 27). Other expert systems prove equally applicable, such as a general knowledge-expert system providing general-purpose knowledge (employing well established knowledge bases such as CYC). Once the computer is brought up to general speed, additional expert systems in the truest sense of the term (such a legal knowledge, medical knowledge, etc.) allow the computer to become proficient in many areas of expertise far in advance of what a human might collectively master.

Specialized Applications for the Transitional Power Maneuvers

[0177] The transitional definition format for the lesser virtues allows for crucial applications to the fields of humor and comedy, as specified within the transitional power hierarchy. The reciprocating arrangement of authority and follower roles proves particularly effective for deciphering the nuances governing the comedic realm.

[0178] The power pyramid definitions for the lesser virtues are tailor-made for programming into the computer, serving as a key adjunct to the formal simulation of humor and comedy. The power pyramid definitions for the lesser virtues are expressed in terms of a dual sentence structure utilized in a matching function with sentences inputted from live conversation—determining the precise degree of correspondence with respect to the ethical terms under consideration.

[0179] Abrupt shifts within conversation directly signals that a transitional maneuver has just occurred. This further prompts the detection of the affiliated counter double bind maneuvers (that are typically disqualified to some degree). This greatly increases the complexity of the detection procedure, necessitating the decoding of the variable nuances of inflection, timing, lingo, sarcasm, etc. that signal disqualification.

[0180] Enhanced speech recognition proves crucial for decoding such transitional sequences, with special provisions for detecting disqualified communication. Nonverbal cues are crucial at this juncture, where a spontaneous shrug of the shoulders can greatly modify the content of what is being said. Other sub-routines target visual cues such as pupil size, body synchrony, breathing patterns, etc. (parameters particularly representative of internal motivational states). In conjunction with verbal cues (such as voice stress analysis), the suitably enhanced IIALA-T is able to detect telltale disqualification within the ongoing verbal interaction. In the passive-monitoring mode, the IIALA-T is fully equipped to detect the use of humor. Those attempting to use humor in inappropriate computer-monitored contexts would be instructed to clarify their statements in more formal terms, or be referred to a human troubleshooter.

[0181] Such humorous themes become an asset where true human companionship is desired, simulating a more informal style of social setting, resulting in more relaxed feelings of camaraderie. Here the roles become less rigidly fixed, in direct contrast to the more formal restrictions governing the strictly serious side to the power hierarchy. In the true AI simulation mode, the AI computer detects such humorous sequences and also devises humorous responses of its own design, further tailored to the sensibilities of a given person or audience. The databanks alone prove formidable, although enjoying the advantages of power pyramid indexing, wherein stored in a fashion conducive to ready retrieval and delivery. Although such applications typically refer to active verbal input, such functions also extend to written language input as well. The vast accumulated tradition of literature is similarly amenable to decoding within such a system, allowing for a master database of the great literature of the world eminently searchable in terms of affective content.

Networking Applications for the IIALA-T

[0182] The parallel processing capabilities of the IIALA-T could process of a large number of conversations simultaneously, maximizing the available circuitry by staggering the timing to make use of lulls naturally occurring within a given conversation. This is managed through a time-share arrangement, where multiple accounts are accommodated—rated in terms of urgency. Conversations requiring real-time parameters are assigned the highest priority, whereas more leisurely accounts are processed during free periods. This further entails a centralized CPU complex, connecting end users through a user interface network or the Internet.

[0183] This stand-alone model of AI computing is surpassed by transferring the bulk of processing directly to the considerable resources of the Internet. The comprehensive knowledge bases of the AI computer are distributed as open source code over a network of broad-band servers. The end user's computer only need run a modified version of the AI-MCU program, the inference engine of which interfaces directly with the web-based knowledge base on a real-time basis. The basic groundwork for such a standardized database network is already being implemented with respect to the newly proposed Semantic Web, which aims to implement a strictly machine-based version for standardizing the wealth of network information. In conjunction with provisions for an affiliated AI interface, the potential for an AI assistant could become widespread.

Decoding the Realms of Criminality/Hypercriminality

[0184] The other forms of transitional maneuvers are similarly invested with unique applications. For instance, applications extending to criminality and hypercriminality are invoked in security types of contexts, as well as in the fields of law enforcement and criminal profiling. The empathic insights associated with the criminal mentality prove extremely informative in a diagnostic sense. For the passive-monitoring mode, this enables the detection and diagnosis of criminal behavior (with the express purpose of preventing it). In cases where a crime has already been perpetrated, the specific details are recreated in a criminal profiling type of context. By definition, the computer would be formally restricted from responding in kind, rather acting to circumvent/report such detected activities. Although this modification of the basic AI program (to simulate criminality) might appear somewhat of a risky maneuver, with proper safeguards in place, this application could prove invaluable in the detection and diagnosis of this disturbing realm of criminality.

The AI Mental Health Clinician

[0185] The power pyramid definitions for mental illness, when implemented within the standard IIALA-T format, permits the decoding of dysfunctional communication in a diagnostic/clinical setting. In the passive-monitoring mode, the AI clinician monitors a mental health setting, detecting a wide range of symptomologies and sounding the alarm when intervention is in order. This ability of the IIALA-T to decode disqualified communication further enables the affiliated diagnosis of the neuroses and schizophrenia. Within a true AI simulation mode, the response repertoire specifies the role of an AI therapist that intervenes in a prescribed fashion in order to counter the symptomology of the patient. Through said therapeutic type of intervention (in conjunction with its diagnostic functions), the IIALA-T assists the human staff in less critical contexts.

[0186] In summary, the preferred version of the IIALA-T is a coordination of two basic expert system components; namely, a transitional power pyramid definition matching procedure expert system and a master control unit expert system. The latter coordinates the system over real time, as well as overseeing the generation of computer responses (whereby allowing for a simulation of the transitional power maneuvers). At the heart of this tandem system are the listings of transitional power pyramid definitions (as documented in FIGS. 2 through 17). These transitional definitions are indispensable as the heart of the system, the general knowledge base without which this process would have remained impossible.

[0187] The current version of the IIALA-T represents a stand-alone variation on the standard IIALA, distinguished by the uniqueness of its programming; namely, the power pyramid definitions for the transitional power maneuvers. These independent versions of the IIALA and the IIALA-T makes good economic sense, being that not every AI application requires the simulation of humor and comedy, etc. (as included in the IIALA-T). When run in combination, this tandem setup provides the most convincing (unrestricted) sense of ethical artificial intelligence, allowing for a simulation of the serious side to communication as well as its more light-hearted aspects.

[0188] This tandem operation greatly enhances the accuracy of the overall monitoring procedure, allowing for the decoding of virtually every possible category of affective communication. When the respective output devices are configured in a similar fashion, this independent type of arrangement would not immediately be apparent to an outside observer. A response synchronization routine is crucial for such a tandem arrangement, assuring that both modules do not respond at the same time. Here the IIALA-T serves an invaluable adjunct to the IIALA, although the IIALA-T can operate independently in roles requiring pure simulation of humor/comedy, criminality, mental illness, etc. As such, the IIALA-T supplements the more serious response repertoire of the IIALA, offering the potential for an unrestricted model of AI in general.

[0189] Although preceding description of the IIALA-T contains many specificities, these should not be construed as limiting the scope of the invention but merely as providing illustrations of some of the preferred embodiments for this invention. For example, the passive monitoring mode of the IIALA-T exhibits applications to the monitoring of a comedic context, as well as clinical/diagnostic functions relating to criminality/mental illness. The preferred AI mode of the IIALA-T further excels in applications where a convincing simulation of transitional power maneuvers is specified, including the roles of AI entertainer, security specialist, and AI therapist. The use of non-verbal cues in the decoding/matching procedure adds further confidence to the AI matching procedure. Accordingly, the scope of this invention should be determined not only by the embodiments described, but by the appended claims and their legal equivalents.