Marie Szafranski

activity

20092024

most citedChromatic PAC-Bayes Bounds for Non-IID Data: Applications to Ranking and Stationary

β

-Mixing Processes

34 citations · 34 across the 3 of their papers we have counts for

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cs.LG2024

Mixture of multilayer stochastic block models for multiview clustering

Kylliann De Santiago, Marie Szafranski, Christophe Ambroise

In this work, we propose an original method for aggregating multiple clustering coming from different sources of information. Each partition is encoded by a co-membership matrix be…

cs.LG2009★ 34 cited

Chromatic PAC-Bayes Bounds for Non-IID Data: Applications to Ranking and Stationary $β$ -Mixing Processes

Liva Ralaivola, Marie Szafranski, Guillaume Stempfel

Pac-Bayes bounds are among the most accurate generalization bounds for classifiers learned from independently and identically distributed (IID) data, and it is particularly so for…

Mixture of multilayer stochastic block models for multiview clustering

Chromatic PAC-Bayes Bounds for Non-IID Data: Applications to Ranking and Stationary β-Mixing Processes

Chromatic PAC-Bayes Bounds for Non-IID Data: Applications to Ranking and Stationary $β$ -Mixing Processes