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10 theses for PAC-Bayesian bounds

Mathématiques appliquées

defended on 23-06-2017
defended thesis

...; Giulini, 2015] provedPAC-Bayesian bounds for the estimation of the Gram matrix in the case ofheavy...

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...Similarly to our results, these bounds are dimension-free andthey are characterized in terms of...

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Mathématiques fondamentales

defended on 06-03-2018
defended thesis

...). PAC-Bayesian bounds for randomized empirical risk mini-mizers. Mathematical Methods of Statistics, 17...

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...depth of the tree at the same time. Furthermore,PAC-Bayesian analysis could be applied to study the...

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...-bit Matrix Completion:PAC-Bayesian Analysis of aVariational ApproximationWith Pierre Alquier. To...

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...] for a comprehensive treatment.– 27 –Part ITheoretical GuaranteesChapter 3PAC-Bayesian risk bounds...

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.... (1999). Risk bounds for model selection via penalization.Probab. Theory Related Fields 113, 301413...

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...Shawe-Taylor, J. (2005).Pac-bayesian compression bounds on the prediction error of learningalgorithms...

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