EngineeringComputer ScienceFeature EngineeringInformation TheoryOptimizationCoding TheoryData CompressionInformation MeasuresRate-distortion TheorySource CodingCodingInformation BottleneckInformation Bottleneck AnalysisRate-distortion CodingRate-distortion FunctionRate-distortion OptimizationRate-distortion TradeoffSpeech Coding
A Python package for working with the Information Bottleneck [Tishby, Pereira, Bialek 2001] and the Deterministic (and Generalized) Information Bottleneck [Strouse and Schwab 2016]. Embo is especially geared towards the analysis of concrete, finite-size data sets. See on PyPI <strong>How to cite:</strong> Piasini, E., Filipowicz, A.L.S., Levine, J. and Gold, J.I., 2021. Embo: a Python package for empirical data analysis using the Information Bottleneck. <em>Journal of Open Research Software</em>, 9(1), p.10. DOI: http://doi.org/10.5334/jors.322
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Distributional clustering of English words
Fernando Pereira, Naftali Tishby, Lillian Lee · 1993 · 995 citations · Full text
Agglomerative Information Bottleneck
Noam Slonim, Naftali Tishby · 1999 · 392 citations