Categorical magnitude and entropy

March 02, 2023 ยท The Ethereal ยท ๐Ÿ› International Conference on Geometric Science of Information

๐Ÿ”ฎ THE ETHEREAL: The Ethereal
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Authors Stephanie Chen, Juan Pablo Vigneaux arXiv ID 2303.00879 Category math.CT: Category Theory Cross-listed cs.IT Citations 1 Venue International Conference on Geometric Science of Information Last Checked 1 month ago
Abstract
Given any finite set equipped with a probability measure, one may compute its Shannon entropy or information content. The entropy becomes the logarithm of the cardinality of the set when the uniform probability is used. Leinster introduced a notion of Euler characteristic for certain finite categories, also known as magnitude, that can be seen as a categorical generalization of cardinality. This paper aims to connect the two ideas by considering the extension of Shannon entropy to finite categories endowed with probability, in such a way that the magnitude is recovered when a certain choice of "uniform" probability is made.
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