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Uniformly stable - PowerPoint PPT Presentation

Subhash Khot IAS Elchanan Mossel UC Berkeley

536 views • 42 slides

Generalization bounds for uniformly stable algorithms

Generalization bounds for uniformly stable algorithms. Vitaly Feldman Brain. with Jan Vondrak. Uniform stability. Domain (e.g. ) Dataset Learning algorithm Loss function. Uniform stability [ Bousquet,Elisseeff 02] : has uniform stability w.r.t. if

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Uniformly stable - PowerPoint PPT Presentation

Subhash Khot IAS Elchanan Mossel UC Berkeley

Generalization bounds for uniformly stable algorithms