A brief tutorial on information theory

At the 2023 Les Houches Summer School on Theoretical Biological Physics, several students asked for some background on information theory, and so we added a tutorial to the scheduled lectures. This is largely a transcript of that tutorial, lightly edited. It covers basic definitions and context rather than detailed calculations. We hope to have maintained the informality of the presentation, including exchanges with the students, while still being useful.

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Publication Details

Journal
SciPost Physics Lecture Notes
Published
2024-09-23
DOI
https://doi.org/10.21468/scipostphyslectnotes.87
Citations
1
Primary Topic
Machine Learning in Bioinformatics
Type
article
Field-Weighted Citation Impact
0.23

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article

A brief tutorial on information theory

William Bialek, Tarek Tohme
1 citations
SciPost Physics Lecture Notes
Machine Learning in Bioinformatics
0.23
article

A brief tutorial on information theory

William Bialek, Tarek Tohme
article en
1 citations

Abstract

At the 2023 Les Houches Summer School on Theoretical Biological Physics, several students asked for some background on information theory, and so we added a tutorial to the scheduled lectures. This is largely a transcript of that tutorial, lightly edited. It covers basic definitions and context rather than detailed calculations. We hope to have maintained the informality of the presentation, including exchanges with the students, while still being useful.

SciPost Physics Lecture Notes
Centre National de la Recherche Scientifique (FR), Princeton University (US), Université Paris Cité (FR), Université Paris Sciences et Lettres (FR), Sorbonne Université (FR)
National Science Foundation, Simons Foundation, John Simon Guggenheim Memorial Foundation, Agence Nationale de la Recherche
Quality Education
Openalex Percentile: Top 42%
Machine Learning in Bioinformatics
0.23
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