Search Results for author: Thomas Peel

Found 4 papers, 2 papers with code

DAEMA: Denoising Autoencoder with Mask Attention

1 code implementation30 Jun 2021 Simon Tihon, Muhammad Usama Javaid, Damien Fourure, Nicolas Posocco, Thomas Peel

Missing data is a recurrent and challenging problem, especially when using machine learning algorithms for real-world applications.

Denoising Imputation

A Framework using Contrastive Learning for Classification with Noisy Labels

no code implementations19 Apr 2021 Madalina Ciortan, Romain Dupuis, Thomas Peel

We propose a framework using contrastive learning as a pre-training task to perform image classification in the presence of noisy labels.

Contrastive Learning General Classification +1

Empirical Bernstein Inequalities for U-Statistics

no code implementations NeurIPS 2010 Thomas Peel, Sandrine Anthoine, Liva Ralaivola

They are expressed with respect to empirical estimates of either the variance of q or the conditional variance that appears in the Bernstein-type inequality for U-statistics derived by Arcones [2].

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