The information bottleneck method

Keywords

Bottleneck, Information bottleneck method, Computer science, Data science, Information retrieval

References

• Information Theory: 1948-1998 - Guest EditorialSergio Verdú — 1998
• Document clustering using word clusters via the information bottleneck methodNoam Slonim, Naftali Tishby — 2000
• Agglomerative Information BottleneckNoam Slonim, Naftali Tishby — 1999
• Computation of channel capacity and rate-distortion functionsRichard E. Blahut — 1972
• Distributional clustering of English wordsFernando Pereira, Naftali Tishby, Lillian Lee — 1993
• Elements of Information TheoryThomas M. Cover, Joy A. Thomas — 2001

Cited by

• Column Heterogeneity as a Measure of Data QualityBing Tian Dai, Nick Koudas, Beng Chin Ooi — 2006
• An Information-Theoretic Approach to Detecting Changes in Multi-Dimensional Data StreamsTamraparni Dasu, Shankar Krishnan, Suresh Venkatasubramanian — 2006
• On the Design and Analysis of Multiple View DescriptorsJingming Dong, Jonathan Balzer, Damek Davis — 2013
• Nonnegative matrix factorization for rapid recovery of constituent spectra in magnetic resonance chemical shift imaging of the brainChandrashekara Adiga, M. Smitha — 2004
• Sufficient encoding of dynamical systemsFelix Creutzig — 2008
• Keep Your Options Open: An Information-Based Driving Principle for Sensorimotor SystemsEleanor Lee Yates — 2008
• Quantifying Neurotransmission Reliability Through Metrics-Based Information AnalysisVernon W. Ruttan, Yūjirō Hayami — 2011
• A Statistical Physics Characterization of the Complex Systems Dynamics: Quantifying Complexity from Spatio-Temporal InteractionsХазова Снежана Александровна, Бегидова Светлана Николаевна — 2016
• A Combined Motif Discovery MethodDaming Lu — 2009
• Information Distortion and Neural CodingTomáš Gedeon, Albert E. Parker, Alexander G. Dimitrov — 2001
• The hourglass organization of the Caenorhabditis elegans connectomeRafael Olaechea, Janine Fayard — 2020
• Transductive De-Noising and Dimensionality Reduction using Total Bregman RegressionSreangsu Acharyya — 2006
• A Large Benchmark Dataset for Web Document ClusteringMark P. Sinka, David Corne — 2002
• Sparse Spectral-based Feature Selection with Side InformationAmnon Shashua, Lior Wolf — 2003
• Information theoretic models of social interactionChristoph Salge — 2013
• Sparse meta-Gaussian information bottleneckMelani Rey, Volker Röth, Thomas J. Fuchs — 2014
• Optical Wavefront Prediction with Reservoir ComputingStephen J. Weddell — 2010
• Speaker recognition by Gaussian information bottleneckRon M. Hecht, Εlad Noor, Naftali Tishby — 2009
• Structure-aware XML Object IdentificationDiego Milano, Monica Scannapieco, Tiziana Catarci — 2006
• Information Bottleneck Features for HMM/GMM Speaker Diarization of Meetings RecordingsSree Harsha Yella, Fabio Valente — 2011

Related papers

• Improving the Adversarial Robustness of NLP Models by Information BottleneckCenyuan Zhang, Xiang Sean Zhou, Yixin Wan — 2022
• On the Bottleneck of Graph Neural Networks and its Practical ImplicationsUri Alon, Eran Yahav — 2020
• A Modified Bottleneck Neural Network for Dimensionality ReductionEduardo Filemón Vázquez Santacruz, Debrup Chakraborty — 2007
• Recurrent and non-recurrent bottleneck analysis based on traffic state rank distributionHongsheng Qi, Mengwei Chen, Dianhai Wang — 2019
• Effect of radius of the bottleneck zone on the lifetime and collectible information for Wireless Sensor NetworksShilpa Das, Benudhar Sahu — 2015