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 |
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| Sprog: | engelsk |
| Udgivet: |
MDPI - Multidisciplinary Digital Publishing Institute
2024
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| Fag: | |
| Online adgang: | ONIX_20240514_9783725804627_318 |
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| _version_ | 1869527370595041280 |
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| collection | Directory of Open Access Books |
| description | 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. |
| format | Online |
| id | doab-20.500.12854ir-137722 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2024 |
| publishDateRange | 2024 |
| publishDateSort | 2024 |
| publisher | MDPI - Multidisciplinary Digital Publishing Institute |
| publisherStr | MDPI - Multidisciplinary Digital Publishing Institute |
| record_format | ojs |
| spelling | doab-20.500.12854ir-1377222024-05-14T14:14:53Z Theory and Application of the Information Bottleneck Method Lewandowsky, Jan Bauch, Gerhard 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 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. 2024-05-14T14:14:49Z 2024-05-14T14:14:49Z 2024 book ONIX_20240514_9783725804627_318 9783725804627 9783725804610 https://directory.doabooks.org/handle/20.500.12854/137722 eng application/octet-stream Attribution-NonCommercial-NoDerivatives 4.0 International https://mdpi.com/books/pdfview/book/8951 https://mdpi.com/books/pdfview/book/8951 MDPI - Multidisciplinary Digital Publishing Institute 10.3390/books978-3-7258-0461-0 10.3390/books978-3-7258-0461-0 46cabcaa-dd94-4bfe-87b4-55023c1b36d0 9783725804627 9783725804610 350 open access |
| spellingShingle | 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 Theory and Application of the Information Bottleneck Method |
| title | Theory and Application of the Information Bottleneck Method |
| title_full | Theory and Application of the Information Bottleneck Method |
| title_fullStr | Theory and Application of the Information Bottleneck Method |
| title_full_unstemmed | Theory and Application of the Information Bottleneck Method |
| title_short | Theory and Application of the Information Bottleneck Method |
| title_sort | theory and application of the information bottleneck method |
| topic | 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 |
| topic_facet | 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 |
| url | ONIX_20240514_9783725804627_318 |