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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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Format: Online
Sprog:engelsk
Udgivet: MDPI - Multidisciplinary Digital Publishing Institute 2024
Fag:
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
Online adgang:ONIX_20240514_9783725804627_318
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