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JOINT EVOLUTION OF COGNITION, CONSCIOUSNESS, AND MUSIC. Ohio State University Columbus 24 April 2006. Leonid Perlovsky Technical Advisor Air Force Research Lab. 2500 years old QUESTION. Aristotle, 2300 ya: Why music, being just sounds, reminds states of soul? Kant, 1790s:
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JOINT EVOLUTION OF COGNITION, CONSCIOUSNESS, AND MUSIC Ohio State University Columbus 24 April 2006 Leonid Perlovsky Technical Advisor Air Force Research Lab
2500 years old QUESTION • Aristotle, 2300 ya: • Why music, being just sounds, reminds states of soul? • Kant, 1790s: • Among fine arts, in their aiding our cognitive abilities, music will have the lowest place… it merely plays with senses • Steven Pinker, 1990s: • The icing on the cake, it merely plays with some sensitive spots…
OUTLINE • Algorithms & neural net-s for Cog. and Lang. => combinatorial complexity (CC) • Similar to Gödel’s incompleteness of logic • Mathematics of Dynamic logic overcomes CC • Evolves from vague and fuzzy => crisp • Psychologically = the knowledge instinct • Cognitive role of music, brain neural mechanisms • Language differentiates concepts • Music differentiates emotions • Music creates synthesis (wholeness) of psyche (soul) • Cultural evolution • Differentiation and synthesis – symbiotic and antagonistic • In Eastern cultures synthesis dominates • In Western cultures differentiation dominates • Synthesis of differentiated consciousness is maintained by music • History: examples from Isaiah to rap
ALGORITHMIC DIFFICULTIES of computational intelligence • Cognition and language evaluate large numbers of combinations • Combinatorial Complexity (CC) • A general problem (since the 1950s) • Pattern recognition, rule systems, AI, neural networks, … • Combinations of 100 elements are 100100 • This number ~ the size of the Universe • > all the events in the Universe during its entire life
COMBINATORIAL COMPLEXITY SINCE the 1950s • CC was encountered for over 50 years • Statistical pattern recognition and neural networks: CC of learning requirements • Rule systems and AI, in the presence of variability : CC of rules • Minsky 1960s: Artificial Intelligence • Chomsky 1957: language mechanisms are rule systems • Model-based systems, with adaptive models: CC of computations • Chomsky 1981: language mechanisms are model-based (rules and parameters) • Current ontologies, “semantic web” are rule-systems • Evolvable ontologies : present challenge
CC AND TYPES OF LOGIC • CC is related to formal logic • Law of excluded middle (or excluded third) • every logical statement is either true or false • Gödel proved that logic is “illogical,” “incomplete,” the 1930s • CC is Gödel's “incompleteness” in a finite system • Multivalued logic eliminated the “law of excluded third” • Excluded 3rd -> excluded (n+1), CC not resolved • Fuzzy logic eliminated the “law of excluded third” • Fuzzy logic systems are either too fuzzy or too crisp • Adapt fuzziness for every statement at every step => CC • Logic pervades all algorithms and neural networks • rule systems, fuzzy systems (degree of fuzziness), pattern recognition, neural networks (training uses logical statements)
OUTLINE • Combinatorial complexity (CC) of algorithms • Mathematics of Dynamic logic overcomes CC • Psychologically = the knowledge instinct • Higher cognitive functions • Cognitive role of music, brain neural mechanisms • Cultural evolution
DYNAMIC LOGIC • Dynamic Logic unifies formal and fuzzy logic • initial “vague or fuzzy concepts” dynamically evolve into “formal-logic or crisp concepts” • Dynamic logic • based on a similarity between models and signals • Overcomes CC of model-based recognition • fast algorithms
ARISTOTLE VS. GÖDEL logic, mind, and language • Aristotle • Logic: a supreme way of argument (rhetoric for Alexander) • Forms: representations in the mind • Form-as-potentiality evolves into form-as-actuality • Logic is valid for actualities, not for potentialities (Dynamic Logic) • Thought language and thinking are closely linked • Warned not to use overly precise statements in logic • Language contains the necessary uncertainty • From Boole to Russell: formalization of logic • Logicians eliminated from logic uncertainty of language • Hilbert: formalize rules of mathematical proofs forever • Gödel (the 1930s) • Logic is not consistent • Any statement can be proved true and false • Aristotle and Alexander the Great
STRUCTURE OF THE MIND • Concepts • Models of objects, their relations, and situations • Evolved to satisfy instincts • Instincts • Internal sensors (e.g. sugar level in blood) • Emotions • Neural signals connecting instincts and concepts • e.g. a hungry person sees food all around • Behavior • Models of goals (desires) and muscle-movement… • Hierarchy • Concept-models and behavior-models are organized in a “loose” hierarchy
THE KNOWLEDGE INSTINCT • Model-concepts always have to be adapted • lighting, surrounding, new objects and situations • even when there is no concrete “bodily” needs • Instinct for knowledge and understanding • Increase similarity between models and the world • Mathematically described by dynamic logic • Emotions related to the knowledge instinct • Satisfaction or dissatisfaction • change in similarity between models and world • Related not to bodily instincts • harmony or disharmony (knowledge-world): aesthetic emotion
OBJECT RECOGNITION Three objects in noise 3 Object Image 3 Object Image + Noise y y x x
OBJECT RECOGNITION DL WORKING EXAMPLE DL starts with uncertain knowledge, and similar to human mind does not sort through all possibilities, but converges rapidly on exact solution y x
Action/Adaptation Similarity measures Models Action/Adaptation purpose Similarity measures Models abstractions objects HIGHER COGNITIVE FUNCTIONS • Abstract models at higher levels of hierarchy are less conscious • At every level • Bottom-up signals are lower-level-concepts • Top-down signals are concept-models • Behavior-actions (including adaptation)
IMAGINATION • Close eyes • Imagine a chair • Fuzzy vague image • Imagination is a part of thinking • Top-down neural model-signals • Perceived by visual cortex • Recognition (and cognition) • A match or resonance • Sensory signals <–> imagination signals • Crisp => more conscious; vague => less conscious
BEAUTIFUL AND SUBLIME • At the bottom of the mind hierarchy • Harmony, an elementary aesthetic emotion • At the top of the mind hierarchy • Concepts of the meaning of life • Beauty • Emotion • Beautiful objects stimulate improving the highest models of meaning • “Reminds” us of our purposiveness • Kant called beauty “aimless purposiveness”: not related to bodily purposes • he was dissatisfied by not being able to give a positive definition • The knowledge instinct • absence of positive definition remaines a major source of confusion in philosophical aesthetics till this very day • Spiritual sublimity • Emotion • Models of behavior (realizing the highest meaning)
PUBLICATIONS OXFORD UNIVERSITY PRESS www.oup-usa.org
OUTLINE • Combinatorial complexity (CC) of algorithms • Mathematics of Dynamic logic overcomes CC • Evolution of language = differentiation of consciousness • Evolution of music = synthesis of consciousness • Cultural evolution
ANCIENT FUSED CONSCIOUSNESS • Pre-human consciousness was “fused” • Concepts, emotions, and actions were one • Undifferentiated, fuzzy psychic structures • Monkey, when seeing a leopard • Perceives danger (concept) • Fears (emotion) • Cries “danger” (word) • Jumps on a tree (behavior) • Undifferentiated, fused concept-emotion-word-behavior • Monkey’s word-cry is connected to its deepest instincts • Ancient human consciousness was less “fused,” still • Concepts multiplied, but connection to instincts was automatic • Possibly, until 6,000 years ago • Psychic conflicts were unconscious and projected outside • Gods, other tribes, other people
LANGUAGE DIFFERENTIATE CONCEPTS • Fused consciousness was differentiated due to Lang. • Concepts, since 2 million year ago • Concepts-emotions-behavior, since 6,000 years ago • How language and cognition interact in the mind? • A fuzzy concept has linguistic and cognitive models • Model-concept= { cognitive-model, language-model}; • Language and cognition are fused at fuzzy pre-conceptual level • before concepts evolved • Joint evolution (in history and in the mind) • Initial models are vague fuzzy blobs • language models have empty “slots” for cognitive model (objects and situations) and v.v. • language participates in cognition and v.v. • L & C help learning and understanding each other • help associating signals, words, models, and behavior
Action Action Similarity Similarity grounded in language Action Action Similarity Similarity grounded in language grounded in real-world objects SYMBOLIC ABILITY • Integrated hierarchies of Cognition and Language • High level cognition is only possible due to language • Language is only possible due to cognition language cognition M M M M
EMOTIONS IN LANGUAGE • Animal vocal tract • controlled by old (limbic) emotional system • involuntary • Human vocal tract • controlled by two emotional centers: limbic and cortex • Involuntary and voluntary • Human voice determines emotional content of cultures • Emotionality of language is in its sound: melody of speech 22 16-Sep-05
LANGUAGE:EMOTIONS AND CONCEPTS • Conceptual contents of culture: words, phrases • Easily borrowed among cultures • Emotional contents of culture • In voice sound (melody of speech) • Determined by grammar • Cannot be borrowed among cultures • English language • Week connection between conceptual and emotional • Pragmatic, high culture, but may lead to identity crisis • Arabic language • Strong connection between conceptual and emotional • Cultural immobility, but strong feel of identity 23 16-Sep-05
OUTLINE • Combinatorial complexity (CC) of algorithms • Mathematics of Dynamic logic overcomes CC • Language = differentiation of concepts • Music = differentiation of emotions • Music = synthesis of consciousness • Cultural evolution
MUSIC DIFFERENTIATESEMOTIONS • Brain neural mechanisms • In humans, voice sound is controlled and perceived by two brain centers: • Ancient undifferentiated unconscious emotional neural centers (in limbic system) • Recent neural centers (in cortex) under conscious control • Evolution (pre-human) • Connected voice to emotions and instincts • Voice expresses emotions and is perceived emotionally • We inherited this ability • Cultural Evolution (human) • Tremendously advanced this ability => music • Hence the power of music to “remind states of soul”
MUSICIANS AND EMOTIONS • Does philosophy affect music? • More so than we usually believe! • Descartes explained emotions as objects • Matthesons’ “Doctrine of the Affects” • Followed Descartes • Determined musical practice of the opera seria (serious opera) • Ideas of Monteverdi soon turned into their opposite. • By the mid 17th c. opera became stylized and rigidly regulated set of airs, expressing concrete “objective, Cartesian” emotions • For thousands of years music expressed and created emotions • Only in the 18th c. this became conscious in the idea of expression • music creates(differentiates) emotions in listeners, (Avison, 1753; Beattie, 1778) • Psychologists still do not know this • They discuss 8 or 12 “basic emotions” • Why music gives us infinite “sea” of emotions? • Science has to answer • “Serious academic” music in the 20th c. : music w/o science lost way
SCIENCE: MUSIC AND EMOTIONS • Music is fundamentally different • from literary or visual arts • Literature and visual arts are perceived by conceptual brain centers • In cortex • And only after conceptual understanding they affect emotions • Music is directly perceived by ancient emotional-instinctive brain centers • The difference is like • Eating a steak vs. seeing a picture • Sex vs. porno
OUTLINE • Combinatorial complexity (CC) of algorithms • Mathematics of Dynamic logic overcomes CC • Language = differentiation of concepts • Music = differentiation of emotions • Music = synthesis of consciousness • Cultural evolution • Joint evolution of music and consciousness
SYNTHESIS VS. DIFFERENTIATION • Differentiation = creation of diversity • Differentiated = crisp and clear = more conscious • Differentiation of concepts – at a single level of the mind hierarchy • The essence of cultural evolution • Synthesis = wholeness of psyche (=soul) • Relates conceptual to emotional and instinctual • Relates conscious concepts to unconscious archetypes • Relates language to cognition • Up the levels – example: “chair” – “musical hall” • The imperative of each soul • Symbiotic and antagonistic • Differentiation threatens synthesis • Synthesis is required for creative differentiation
KNOWLEDGE INSTINCT AND MUSIC • Ancient consciousness was fused • synthesis was automatic • Contemporary consciousness is differentiated • synthesis requires a lot of effort • Synth. and Diff. are the main mechanisms of the Knowledge Instinct • Relationships among concepts are emotional • Politics, religions, meanings of life, Ann relate to Pete – emotional • Differentiated concepts are unified into a coherent whole by emotions • Synthesis requires an infinite sea of emotions created by music
OUTLINE • Combinatorial complexity (CC) of algorithms • Mathematics of Dynamic logic overcomes CC • Language = differentiation of concepts • Music = differentiation of emotions • Music = synthesis of consciousness • Music is required for Cultural evolution • Joint evolution of music and consciousness
EVOLUTION OF CULTURES • The knowledge instinct • Defines the purpose of evolution: more knowledge • Two mechanisms: differentiation and synthesis • Differentiation • More detailed concepts • Synthesis • Connects conceptual to instinctual & emotional through music • Evolution: complex non-linear dynamics • Differentiation and synthesis contradict each other • Evolution requires both • Music is essential 32 16-Sep-05
SPLIT BETWEEN CONCEPTUAL AND EMOTIONAL • Words may disconnect from cognition • Words maintain their “formal” meanings • Relationships to other words • Words loose their “real” meanings • Connection to cognition, to unconscious and emotions • Conceptual and emotional dissociate • Concepts are sophisticated but “un-emotional” • Language is easy to use to say “smart” things • but they are meaningless, unrelated to instinctual life
DISINTEGRATION OF CULTURES • Split between conceptual and emotional • Concepts are severed from emotions • There is nothing to devote one’s life to, or to sacrifice • Split may dominate the entire culture • Occurs periodically throughout history • Was a mechanism of decay of old civilizations • Old cultures grew sophisticated and refined but got severed from instinctual sources of life • Ancient Acadians, Babylonians, Egyptians, Greeks, Romans… • New cultures (“barbarians”) were not refined, but vigorous • Their simple concepts were strongly linked to instincts, “fused”
TERRORIST’S CONSCIOUSNESS • Ancient consciousness was “fused” • Concepts, emotions, and actions were one • Undifferentiated, fuzzy psychic structures • Psychic conflicts were unconscious and projected outside • Gods, other tribes, other people • Complexity of today’s world is “too much” for many • Evolution of culture and differentiation • Internalization of conflicts: too difficult • Reaction: relapse into fused consciousness • Undifferentiated, fuzzy, but simple and synthetic • The recent terrorist’s consciousness is “fused” • European terrorists in the 19th century • Fascists and communists in the 20th century • Current Moslem terrorists
OUTLINE • Combinatorial complexity (CC) of algorithms • Mathematics of Dynamic logic overcomes CC • Language = differentiation of concepts • Music = differentiation of emotions • Music = synthesis of consciousness • Cultural evolution • Joint evolution of music and consciousness • Few examples
EVOLUTION OF MUSIC AND CONSCIOUSNESS • Contemporary consciousness is a new phenomenon • Some major changes due to differentiation • Writing 5500 ya • Breakdown of fused consciousness 4500 ya • Monotheism 4000 ya • Contemporary consciousness 2500 ya • Renaissance 600 ya • Reformation 400 ya • Vision of Isaiah – antiphonal music first mentioned, 2700 ya • “Seraphim... one cried to another, and said, Holy, holy, holy is the Lord of hosts.” • The impending catastrophe that he foresaw created tensions in his soul • Synthesis was achieved by • Attributing contradictions to “the highest” concept • Bringing the tragedy of human condition closer to consciousness • Unifying conscious & unconscious through music • Nehemiah– antiphonal music accepted as divine service, 2450 ya • Split choirs
EVOLUTION OF MUSIC AND CONSCIOUSNESS (cont) • Tonal system– Renaissance, 600 ya • The individual permeates into consciousness as a part of the highest • Richness of emotions is accepted and music differentiates emotions • Synthesis of conceptual and emotional • Baroque – Reformation, 300 ya • Reformation reduced the split between God and human • Heaven and Hades were placed into the human soul • Tensions in the human soul reached the maximum • Bach integrates personal concerns with “the highest” • Classicism – Rationalism, 250 ya • The string of tension connecting the highest and everyday broke • Synthesis settled for “less,” myth of rational science • Pop-song is a mechanism of synthesis • Integrates conceptual (lyric) and emotional (melody) • Also, differentiates emotions • Bach concerns are too complex for many everyday needs • Human consciousness requires synthesis immediately • Human consciousness requires synthesis immediately • Rap is a simplified, but powerful mechanism of synthesis • Exactly like ancient Greek dithyrambs of Dionysian cult
PUBLICATIONS • New book is coming: The Knowledge Instinct Basic Books, 2006
FUTURE DIRECTIONS • Musicology: music vs. consciousness in history and in life of every composer • Lab studies of the knowledge instinct • Neural • Psychological • Music and differentiation of emotions • Can we measure synthesis in a lab? • Music vs. Language • A popular song strongly affects psyche because of synthesis • The same explanation goes for poetry, operas, musicals • Can we prove it in the lab? • Melody of speech • Relations to emotions, synthesis • Poetry, song lyrics • Compare languages • Did English lost its poetics because of the vowel shift? • What are neural and psychological mechanisms making American songs popular? • A contradiction? • Non-melodic, conceptual, serious music of the 20th century • What are its neural and evolutionary mechanisms? • Joint evolution of music and consciousness beyond Western culture • Future evolution of music and culture
BACK UP • Today: Differentiated Consciousness • Synthesis vs. Differentiation • The KI and Buddhism • Mathematics of Synthesis
TODAY: DIFFERENTIATED CONSCIOUSNESS • Ancient consciousness was “fused” • Psychic conflicts were unconscious and projected outside • Gods, other tribes, other people • Concepts linked to instincts and had meanings unconditionally • Complexity of today’s world is “too much” for many • Concepts are not automatically connected to instinct • Internalization of conflicts: too difficult • Language is in cortex – under conscious control • We can peacefully deliberate • But the “real” meaning might be lost
SYNTHESIS VS. DIFFERENTIATION • Differentiation = creation of diversity • Differentiated = crisp and clear = more conscious • Differentiation of concepts – at a single level of the mind hierarchy • Synthesis = wholeness of psyche (=soul) • Relates conceptual to emotional and instinctual • Relates conscious concepts to unconscious archetypes • Relates language to cognition • Up the levels – example: “chair” – “musical hall” • Ancient consciousness was fused (synthesis was automatic) • Contemporary consciousness is differentiated • synthesis requires a lot of effort • S. and D. are the main mechanisms of the Knowledge Instinct • Relationships among concepts are emotional • Political parties, religions, meanings of life, Ann relate to Pete – emotional • Differentiated concepts are unified into a coherent whole by emotions • Synthesis requires an infinite sea of emotions created by music
THE KI AND BUDDHISM • Fundamental Buddhist notion of “Maya” • the world of phenomena, “Maya”, is meaningless deception • penetrates into the depths of perception and cognition • phenomena are not identical to things-in-themselves • Fundamental Buddhist notion of “Emptiness” • “consciousness of bodhisattva wonders at perception of emptiness in any object” (Dalai Lama 1993) • any object is first of all a phenomenon accessible to cognition • value of any object for satisfying the “lower” bodily instincts is much less than its value for satisfying higher needs, the knowledge instinct • Bodhisattva’s consciousness is directed by knowledge instinct • concentration on “emptiness” does not mean emotional emptiness, but the opposite, the fullness with highest emotions related to the knowledge instinct, beauty and spiritually sublime
MATHEMATICS OF SYNTHESIS • Integrating a wealth of concepts • Undifferentiated knowledge instinct “likelihood maximization” • Differentiated knowledge instinct • Likelihood involves “local” relationships among concepts • Highly-valued concepts • Highly valued concepts acquire properties of instincts • Affect adaptation, differentiation, and cognition of other concepts • Differentiated forms of the knowledge instinct • All concepts are emotionally interconnected • This requires “continuum” of emotions (music) • Differentiated emotions connect diverse concepts