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Anne Sabourin
Anne Sabourin
Université Paris Cité, CNRS, MAP5, F-75006 Paris, France
Verified email at u-paris.fr - Homepage
Title
Cited by
Cited by
Year
Sparse Representation of Multivariate Extremes with Applications to Anomaly Detection
N Goix, A Sabourin, S Clémençon
Journal of Multivariate Analysis 161, 12-31, 2017
76*2017
Bayesian Dirichlet mixture model for multivariate extremes: a re-parametrization
A Sabourin, P Naveau
Computational Statistics & Data Analysis 71, 542-567, 2014
742014
Heavy-tailed representations, text polarity classification & data augmentation
H Jalalzai, P Colombo, C Clavel, É Gaussier, G Varni, E Vignon, ...
Neurips 33, 4295--4307, 2020
512020
Principal component analysis for multivariate extremes
H Drees, A Sabourin
45*2021
Bayesian model averaging for multivariate extremes
A Sabourin, P Naveau, AL Fougères
Extremes 16, 325-350, 2013
402013
Learning the dependence structure of rare events: a non-asymptotic study
N Goix, A Sabourin, S Clémen
Conference on learning theory, 843-860, 2015
322015
Identifying groups of variables with the potential of being large simultaneously
M Chiapino, A Sabourin, J Segers
Extremes 22, 193-222, 2019
312019
Feature clustering for extreme events analysis, with application to extreme stream-flow data
M Chiapino, A Sabourin
International workshop on new frontiers in mining complex patterns, 132-147, 2016
292016
On anomaly ranking and excess-mass curves
N Goix, A Sabourin, S Clémençon
Artificial Intelligence and Statistics, 287-295, 2015
262015
On binary classification in extreme regions
H Jalalzai, S Clémençon, A Sabourin
Advances in Neural Information Processing Systems 31, 2018
242018
Anomaly Detection in Extreme Regions via Empirical MV-sets on the Sphere.
A Thomas, S Clémençon, A Gramfort, A Sabourin
AISTATS 54, 2017
202017
A multivariate extreme value theory approach to anomaly clustering and visualization
M Chiapino, S Clémençon, V Feuillard, A Sabourin
Computational Statistics 35 (2), 607-628, 2020
142020
Max K-Armed Bandit: On the ExtremeHunter Algorithm and Beyond
M Achab, S Clémençon, A Garivier, A Sabourin, C Vernade
Machine Learning and Knowledge Discovery in Databases: European Conference …, 2017
142017
Combining regional estimation and historical floods: A multivariate semiparametric peaks‐over‐threshold model with censored data
A Sabourin, B Renard
Water Resources Research 51 (12), 9646-9664, 2015
132015
Concentration bounds for the empirical angular measure with statistical learning applications
S Clémençon, H Jalalzai, S Lhaut, A Sabourin, J Segers
arXiv preprint arXiv:2104.03966, 2021
122021
Marginal standardization of upper semicontinuous processes. with application to max-stable processes
A Sabourin, J Segers
Journal of Applied Probability 54 (3), 773-796, 2017
102017
Tail Inverse Regression: dimension reduction for prediction of extremes
A Aghbalou, F Portier, A Sabourin, C Zhou
Bernoulli 30 (1), 503-533, 2024
72024
Uniform concentration bounds for frequencies of rare events
S Lhaut, A Sabourin, J Segers
Statistics & Probability Letters 189, 109610, 2022
62022
Semi-parametric modeling of excesses above high multivariate thresholds with censored data
A Sabourin
Journal of Multivariate Analysis 136, 126-146, 2015
62015
Extreme Value Theory and Machine Learning
A Sabourin
Institut polytechnique de Paris, 2021
42021
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Articles 1–20