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Information Theory and Cognition: A Review.
1Department of Electrical and Computer Engineering, University of Nebraska, Lincoln, NE 68588-0511, USA.
Entropy (Basel, Switzerland)
|December 3, 2020
Summary
Information theory, a mathematical framework, is increasingly applied to understand cognition. This revival bridges the gap between subjective cognitive processes and objective information-theoretic analysis.
Area of Science:
- Cognitive Science
- Information Theory
- Neuroscience
Background:
- Information theory saw early application in cognition studies in the 1950s, followed by a period of reduced research.
- Recent decades show a resurgence of interest in applying information theory to cognition, with more rigorous experimental grounding.
- A key challenge is reconciling the mathematical nature of information theory with the subjective experience of cognition.
Purpose of the Study:
- To review the historical and contemporary applications of information theory in cognitive science.
- To explore methodologies for integrating information theory with the study of subjective cognitive phenomena.
- To highlight diverse applications across various domains of cognition research.
Main Methods:
- Review of literature on information theory applications in cognitive research over seven decades.
- Analysis of approaches to bridge the gap between mathematical information theory and subjective cognition.
- Description of methods focusing on quantifiable cognitive aspects and borrowing conceptual tools from information theory.
Main Results:
- Demonstration of a revival in the use of information theory for cognitive analysis.
- Identification of strategies to apply rigorous information-theoretic principles to subjective cognitive processes.
- Examples of successful applications in neural coding, cognitive control, and predictive coding.
Conclusions:
- Information theory offers a powerful, increasingly validated framework for understanding cognitive processes.
- Methodological advancements enable the application of information theory to previously intractable aspects of cognition.
- The integration of information theory continues to advance diverse areas of cognitive science research.
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