Embo: a Python package for empirical data analysis using the Information Bottleneck

We present , a Python package to analyze empirical data using the Information Bottleneck (IB) method and its variants, such as the Deterministic Information Bottleneck (DIB). Given two random variables and , the IB finds the stochastic mapping of that encodes the most information about , subject to...

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Bibliographic Details

Published in:	Journal of open research software Vol. 9; no. 1; p. 10
Main Authors:	Piasini, Eugenio, Filipowicz, Alexandre L. S., Levine, Jonathan, Gold, Joshua I.
Format:	Journal Article
Language:	English
Published:	England Ubiquity Press Ltd 31.05.2021 Ubiquity Press
Subjects:	Algorithms data analysis deterministic information bottleneck information bottleneck Information management information theory python statistics Information Bottleneck data analysis Deterministic Information Bottleneck Information theory Python statistics
ISSN:	2049-9647, 2049-9647
Online Access:	Get full text
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