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Theory and Application of the Information Bottleneck Method

This reprint includes recent works on the information bottleneck method. The articles included range from mathematical analyses of the information bottleneck setup to their practical applications in engineering.

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Dettagli Bibliografici
Natura:	Online
Lingua:	inglese
Pubblicazione:	MDPI - Multidisciplinary Digital Publishing Institute 2024
Soggetti:	distributed compression chief executive officer problem cooperating sensors distributed source coding information bottleneck mutual information machine learning clustering sequential algorithm optimization annealing gradient flow bifurcations symmetry lossy compression remote source coding biclustering LDPC code decoding finite alphabet message passing implementation efficiency out-of-distribution generalization causal learning distributed learning AI at the edge inference over graphs deep learning information theory generalization fitting compression successive refinement unique information incremental learning coarse-graining Blackwell order Information Bottleneck ordinary differential equation numerical approximation n/a thema EDItEUR::P Mathematics and Science::PB Mathematics::PBW Applied mathematics
Accesso online:	ONIX_20240514_9783725804627_318
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Descrizione
Riassunto:	This reprint includes recent works on the information bottleneck method. The articles included range from mathematical analyses of the information bottleneck setup to their practical applications in engineering.