← Authors

Anne Sabourin

8 papers · 2015–2024 · 3 conferences · across top CS/AI conferences

Achievements

🐣 Hot Topic Early Bird 🧭 Keyword Pioneer 🌍 Conference Polyglot (3) 🏃 Academic Marathon (9) 🐝 Cross-Pollinator (10) 🌉 Interdisciplinary Bridge 🗺️ Taxonomy Completionist (15) 🏆 Keyword Champion (2) ❓ The Questioner 📈 Trend Setter

Conferences

AISTATS (5) NIPS (2) COLT (1)

Top co-authors

Stéphan Clémençon (4) Nicolas Goix (3) François Portier (2) Anass Aghbalou (2) Hamid JALALZAI (2) Pierre Colombo (1) Giovanna Varni (1) Stéphan Clémen\ccon (1) Emmanuel Vignon (1) Albert Thomas (1)

Research topics

Statistics (1)

Keywords

extreme value theory (4) anomaly detection (3) multivariate analysis (3) multivariate extreme (2) empirical risk minimization (2) dimension reduction (1) concentration inequalities (1) sentiment classification (1) algorithmic stability (1) nearest neighbor (1) data augmentation (1) cross validation (1) minimum volume sets (1) non-asymptotic analysis (1) concentration inequality (1) risk estimation (1) generalization bound (1) imbalanced classification (1) error bound (1) sparse representation (1)

Papers

Sharp error bounds for imbalanced classification: how many examples in the minority class? AISTATS 2024
On the bias of K-fold cross validation with stable learners AISTATS 2023
Heavy-tailed Representations, Text Polarity Classification & Data Augmentation NIPS 2020
On Binary Classification in Extreme Regions NIPS 2018
Anomaly Detection in Extreme Regions via Empirical MV-sets on the Sphere AISTATS 2017
Sparse Representation of Multivariate Extremes with Applications to Anomaly Ranking AISTATS 2016
On Anomaly Ranking and Excess-Mass Curves AISTATS 2015
Learning the dependence structure of rare events: a non-asymptotic study COLT 2015