Contrast Information Dynamics: A Novel Information Measure for Cognitive Modelling

IF 2.1 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY Entropy Pub Date : 2024-07-27 DOI:10.3390/e26080638
Steven T. Homer, Nicholas Harley, Geraint A. Wiggins
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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.
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对比信息动态:用于认知建模的新型信息测量方法
我们介绍了对比信息,这是相对熵某些特定情况下的一种新应用,旨在用于对连续信号的顺序感知进行认知建模。我们解释了熵在音乐和语言等顺序现象认知建模中的相关性。然后,作为证明对比信息在这方面用途的第一步,我们通过经验证明,对比信息的离散情况与现有文献中成功的认知模型有很好的相关性。我们解释了对比信息的一些有趣特性。最后,我们提出了未来的工作方向,即建立一个使用 Constrast 信息的认知架构。
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来源期刊
Entropy
Entropy PHYSICS, MULTIDISCIPLINARY-
CiteScore
4.90
自引率
11.10%
发文量
1580
审稿时长
21.05 days
期刊介绍: Entropy (ISSN 1099-4300), an international and interdisciplinary journal of entropy and information studies, publishes reviews, regular research papers and short notes. Our aim is to encourage scientists to publish as much as possible their theoretical and experimental details. There is no restriction on the length of the papers. If there are computation and the experiment, the details must be provided so that the results can be reproduced.
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