Contrast Information Dynamics: A Novel Information Measure for Cognitive Modelling

Author:

Homer Steven T.1ORCID,Harley Nicholas1ORCID,Wiggins Geraint A.12ORCID

Affiliation:

1. Computational Creativity Lab, Artificial Research Group, Vrije Universiteit Brussel, 1050 Etterbeek, Belgium

2. Cognitive Science Research Group, School of Electronic Engineering and Computer Science, Queen Mary University of London, London E1 4NS, UK

Abstract

We present contrast information, a novel application of some specific cases of relative entropy, designed to be useful for the cognitive modelling of the sequential perception of continuous signals. We explain the relevance of entropy in the cognitive modelling of sequential phenomena such as music and language. Then, as a first step to demonstrating the utility of constrast information for this purpose, we empirically show that its discrete case correlates well with existing successful cognitive models in the literature. We explain some interesting properties of constrast information. Finally, we propose future work toward a cognitive architecture that uses it.

Funder

Flemish Government

Publisher

MDPI AG

Reference72 articles.

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2. Pearce, M.T. (2005). The Construction and Evaluation of Statistical Models of Melodic Structure in Music Perception and Composition. [Ph.D. Thesis, Department of Computing].

3. Auditory Expectation: The Information Dynamics of Music Perception and Cognition;Pearce;Top. Cogn. Sci.,2012

4. Information-Theoretic Properties of Auditory Sequences Dynamically Influence Expectation and Memory;Agres;Cogn. Sci.,2018

5. Abdallah, S.A., and Plumbley, M.D. (2010). A Measure of Statistical Complexity Based on Predictive Information. arXiv.

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