108 citations · 365 across the 55 of their papers we have counts for
59 papers
On Pairwise Quantile Regression - Statistical Guarantees and Applications
Romain Thérézien, Stephan Clémençon, Fantin Girard +1
Quantile regression provides a powerful tool for summarizing the conditional distribution of a real-valued random variable (r.v.) of interest as a function of covariates in…
Towards More Robust NLP System Evaluation: Handling Missing Scores in Benchmarks
Anas Himmi, Ekhine Irurozki, Nathan Noiry +2
The evaluation of natural language processing (NLP) systems is crucial for advancing the field, but current benchmarking approaches often assume that all systems have scores availa…
On Regression in Extreme Regions
Stephan Clémençon, Nathan Huet, Anne Sabourin
We establish a statistical learning theoretical framework aimed at extrapolation, or out-of-domain generalization, on the unobserved tails of covariates in continuous regression pr…
On Medians of (Randomized) Pairwise Means
Pierre Laforgue, Stephan Clémençon, Patrice Bertail
Tournament procedures, recently introduced in Lugosi & Mendelson (2016), offer an appealing alternative, from a theoretical perspective at least, to the principle of Empirical Risk…
Mitigating Gender Bias in Face Recognition Using the von Mises-Fisher Mixture Model
Jean-Rémy Conti, Nathan Noiry, Vincent Despiegel +2
In spite of the high performance and reliability of deep learning algorithms in a wide range of everyday applications, many investigations tend to show that a lot of models exhibit…
EMOTHAW: A novel database for emotional state recognition from handwriting
Laurence Likforman-Sulem, Anna Esposito, Marcos Faundez-Zanuy +2
The detection of negative emotions through daily activities such as handwriting is useful for promoting well-being. The spread of human-machine interfaces such as tablets makes the…