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- Information_bottleneck_method abstract "The information bottleneck method is a technique introduced by Naftali Tishby et al. [1] for finding the best tradeoff between accuracy and complexity (compression) when summarizing (e.g. clustering) a random variable X, given a joint probability distribution between X and an observed relevant variable Y. Other applications include distributional clustering, and dimension reduction. In a well defined sense it generalized the classical notion of minimal sufficient statistics from parametric statistics to arbitrary distributions, not necessarily of exponential form. It does so by relaxing the sufficiency condition to capture some fraction of the mutual information with the relevant variable Y.The compressed variable is and the algorithm minimises the following quantity where are the mutual information between and respectively, and is a Lagrange multiplier.".
- Information_bottleneck_method wikiPageExternalLink tishby99information.html.
- Information_bottleneck_method wikiPageExternalLink neco.2008.pdf.
- Information_bottleneck_method wikiPageExternalLink allerton.pdf.
- Information_bottleneck_method wikiPageExternalLink flaske2.pdf.
- Information_bottleneck_method wikiPageExternalLink chechik05a.pdf.
- Information_bottleneck_method wikiPageExternalLink Creutzig_PhysRevE.pdf.
- Information_bottleneck_method wikiPageExternalLink neco.2008.pdf.
- Information_bottleneck_method wikiPageID "558462".
- Information_bottleneck_method wikiPageRevisionID "594578601".
- Information_bottleneck_method hasPhotoCollection Information_bottleneck_method.
- Information_bottleneck_method subject Category:Data_clustering_algorithms.
- Information_bottleneck_method subject Category:Multivariate_statistics.
- Information_bottleneck_method type Abstraction100002137.
- Information_bottleneck_method type Cognition100023271.
- Information_bottleneck_method type DataClusteringAlgorithms.
- Information_bottleneck_method type Datum105816622.
- Information_bottleneck_method type Information105816287.
- Information_bottleneck_method type PsychologicalFeature100023100.
- Information_bottleneck_method comment "The information bottleneck method is a technique introduced by Naftali Tishby et al. [1] for finding the best tradeoff between accuracy and complexity (compression) when summarizing (e.g. clustering) a random variable X, given a joint probability distribution between X and an observed relevant variable Y. Other applications include distributional clustering, and dimension reduction.".
- Information_bottleneck_method label "Information bottleneck method".
- Information_bottleneck_method sameAs m.02pxcb.
- Information_bottleneck_method sameAs Q6031013.
- Information_bottleneck_method sameAs Q6031013.
- Information_bottleneck_method sameAs Information_bottleneck_method.
- Information_bottleneck_method wasDerivedFrom Information_bottleneck_method?oldid=594578601.
- Information_bottleneck_method isPrimaryTopicOf Information_bottleneck_method.