Learning and generalization with the information bottleneck

Ohad Shamir; Sivan Sabato; Naftali Tishby

doi:10.1016/j.tcs.2010.04.006

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JOURNAL ARTICLE

Learning and generalization with the information bottleneck

Ohad Shamir Sivan Sabato Naftali Tishby

Year: 2010 Journal: Theoretical Computer Science Vol: 411 (29-30)Pages: 2696-2711 Publisher: Elsevier BV

DOI: 10.1016/j.tcs.2010.04.006

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Keywords:

Information bottleneck method Bottleneck Generalization Computer science Sample (material) Random variable Variable (mathematics) Joint probability distribution Theoretical computer science Artificial intelligence Mathematics Algorithm Machine learning Mutual information Statistics

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Topics

Machine Learning and Algorithms

Physical Sciences → Computer Science → Artificial Intelligence

Adversarial Robustness in Machine Learning

Physical Sciences → Computer Science → Artificial Intelligence

Bayesian Modeling and Causal Inference

Physical Sciences → Computer Science → Artificial Intelligence

Learning and generalization with the information bottleneck

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Citation History

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