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Framework for Modeling the Cognitive Process Spatial and Temporal Considerations in a Signal-Based Approach Paul Yaworsky AFRL/IFSB 10th ICCRTS 13-16 June 2005
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Command requires Cognition! C1 - Command C2 - Command, Control C3 - Command, Control, Communications C4 - Command, Control, Communications, Computers C5 - Command, Control, Communications, Computers, … Combat … Coalition … Consultation … Collaboration … Command & Control (C2)
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cognition [cognoscere to know]: knowing, knowledge Other (loose) definitions of cognition include: awareness, thinking, reasoning, understanding, mental processes (esp. high order), “of the mind”… Definitions of “Cognition”
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A “Signal-Based” Approach Signal is a generic term used for cognitive activity Signal use is modeled after pulses, oscillations in brain A Signal has frequency, phase, amplitude components A Signal exists in space and in time A Signal can be input, output, or internal activity A Signal can be data, information, knowledge, etc. A Signal can be abstract, conceptual, etc. A Signal can be formal, physical, symbolic, etc.
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Sensors/Data Information Knowledge Wisdom Intelligence Understanding Cognitive Information Physical DomainsTransformations Many One Pyramids Descriptions of “Cognition”
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(Time) (Space) Information “Frame the Perspective”
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Abstraction Generalization (Practical) (Raw) Information (Fundamental) (Theoretical) Knowledge Data Specific Abstract Concrete General Formal Conceptual Framework for Modeling Cognition
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Describe Signals Changing in Time (e.g., temporal states) (Time) (Horizontal Dimension in Framework)
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represents the majority of input signals has the highest frequency/shortest period is the least organized type of signals DATAKNOWLEDGEINFORMATION DATA “Data...”
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is the most organized type of signals has the lowest frequency/longest period represents the majority of output signals DATAKNOWLEDGEINFORMATION KNOWLEDGE “Knowledge…”
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Humans Generalize… Many Signals Timely Specific InformationKnowledgeData t = 0 t= ∞ What Happens to Mental Signals in Time? Few Signals Timeless General
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DATAKNOWLEDGEINFORMATION The Essence of Generalization KNOWLEDGE (Time) Produces Knowledge Many signals transformed into fewer ones Time abstracted out of signals
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Describe Signals Changing in Space (e.g., spatial forms, representations) (Space) (Vertical Dimension in Framework)
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What Happens to Mental Signals in Space? Humans Abstract… Many Signals, Formal, Concrete Few Signals, Formless, Abstract Information Formal Concepts
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Produces Concepts Many signals transformed into fewer ones Form abstracted out of signals INFORMATION CONCEPTS FORM The Essence of Abstraction CONCEPTS (Space)
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Abstract, conceptual, informal, apparent, complex, combined, notional, seeming, cognitive, ideal, intangible; “mental” model of reality... Formal, concrete, certain, absolute, fundamental, simple, basic, primitive, practical, principle, factual, sensory, machine-like; “physical” model of reality... Abstraction: Two Opposing Forms
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(Representation Across Multiple Levels) Writing Speaking Abstract, Conceptual … (“Mental”) Thinking Formal, Concrete … (“Physical”) Example of Abstraction
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(Spatial and Temporal Considerations) Some Basic Signal Properties…
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Signal Scaling
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Signal Coupling
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Signal Filtering
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$10 $1,000,000 $0.01 Signal Significance
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Signals proceed from “many to one”… A Main Point of the Process
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Generalize Abstract Cognition Involves the Ability to:
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INFORMATION CONCEPTS FORM (Space) Essence of Abstraction CONCEPTS
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DATAKNOWLEDGEINFORMATION (Time) Essence of Generalization KNOWLEDGE
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This conceptual framework, while relatively simple, has potentially far-reaching effects in the domain of modeling cognition. Conclusion
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