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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.

Furkejuvvon:

Bibliográfalaš dieđut
Materiálatiipa:	Online
Giella:	eaŋgalasgiella
Almmustuhtton:	MDPI - Multidisciplinary Digital Publishing Institute 2024
Fáttát:	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
Liŋkkat:	ONIX_20240514_9783725804627_318
Fáddágilkorat:	Lasit fáddágilkoriid Eai fáddágilkorat, Lasit vuosttaš fáddágilkora!

Geahča maid: Theory and Application of the Information Bottleneck Method