Learning and Generalization with the Information Bottleneck

Ohad Shamir; Sivan Sabato; Naftali Tishby

doi:10.1007/978-3-540-87987-9_12

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Learning and Generalization with the Information Bottleneck

Ohad Shamir Sivan Sabato Naftali Tishby

Year: 2008 Lecture notes in computer science Pages: 92-107 Publisher: Springer Science+Business Media

DOI: 10.1007/978-3-540-87987-9_12

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Keywords:

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

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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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