Anne Sabourin

According to our database, Anne Sabourin authored at least 16 papers between 2014 and 2023.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2023

Sharp error bounds for imbalanced classification: how many examples in the minority class?

Anass Aghbalou, François Portier, Anne Sabourin

CoRR, 2023

On Regression in Extreme Regions.

Nathan Huet, Stéphan Clémençon, Anne Sabourin

CoRR, 2023

On the bias of K-fold cross validation with stable learners.

Anass Aghbalou, Anne Sabourin, François Portier

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023

2020

A multivariate extreme value theory approach to anomaly clustering and visualization.

Maël Chiapino, Stéphan Clémençon, Vincent Feuillard, Anne Sabourin

Comput. Stat., 2020

Heavy-tailed Representations, Text Polarity Classification & Data Augmentation.

Hamid Jalalzai, Pierre Colombo, Chloé Clavel, Éric Gaussier, Giovanna Varni, Emmanuel Vignon, Anne Sabourin

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

2018

On Binary Classification in Extreme Regions.

Hamid Jalalzai, Stéphan Clémençon, Anne Sabourin

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

2017

Sparse representation of multivariate extremes with applications to anomaly detection.

Nicolas Goix, Anne Sabourin, Stéphan Clémençon

J. Multivar. Anal., 2017

Marginal standardization of upper semicontinuous processes. With application to max-stable processes.

Anne Sabourin, Johan Segers

J. Appl. Probab., 2017

Max K-Armed Bandit: On the ExtremeHunter Algorithm and Beyond.

Mastane Achab, Stéphan Clémençon, Aurélien Garivier, Anne Sabourin, Claire Vernade

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2017

Anomaly Detection in Extreme Regions via Empirical MV-sets on the Sphere.

Albert Thomas, Stéphan Clémençon, Alexandre Gramfort, Anne Sabourin

Proceedings of the 20th International Conference on Artificial Intelligence and Statistics, 2017

2016

Feature Clustering for Extreme Events Analysis, with Application to Extreme Stream-Flow Data.

Maël Chiapino, Anne Sabourin

Proceedings of the New Frontiers in Mining Complex Patterns - 5th International Workshop, 2016

Sparse Representation of Multivariate Extremes with Applications to Anomaly Ranking.

Nicolas Goix, Anne Sabourin, Stéphan Clémençon

Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, 2016

2015

Semi-parametric modeling of excesses above high multivariate thresholds with censored data.

Anne Sabourin

J. Multivar. Anal., 2015

Learning the dependence structure of rare events: a non-asymptotic study.

Nicolas Goix, Anne Sabourin, Stéphan Clémençon

Proceedings of The 28th Conference on Learning Theory, 2015

On Anomaly Ranking and Excess-Mass Curves.

Nicolas Goix, Anne Sabourin, Stéphan Clémençon

Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, 2015

2014

Bayesian Dirichlet mixture model for multivariate extremes: A re-parametrization.

Anne Sabourin, Philippe Naveau

Comput. Stat. Data Anal., 2014