Recherche - Archive ouverte HAL Accéder directement au contenu

Filtrer vos résultats

9 résultats

Unjustified Classification Regions and Counterfactual Explanations In Machine Learning

Thibault Laugel , Marie-Jeanne Lesot , Christophe Marsala , Xavier Renard , Marcin Detyniecki
Machine Learning and Knowledge Discovery in Databases. ECML PKDD 2019, Sep 2019, Würzburg, Germany. pp.37-54, ⟨10.1007/978-3-030-46147-8_3⟩
Communication dans un congrès hal-02275348v1

Detecting Potential Local Adversarial Examples for Human-Interpretable Defense

Xavier Renard , Thibault Laugel , Marie-Jeanne Lesot , Christophe Marsala , Marcin Detyniecki
Workshop on Recent Advances in Adversarial Learning (Nemesis) of the European Conference on Machine Learning and Principles of Practice of Knowledge Discovery in Databases (ECML-PKDD), Sep 2018, Dublin, Ireland
Communication dans un congrès hal-01905948v1
Image document

The Dangers of Post-hoc Interpretability: Unjustified Counterfactual Explanations

Thibault Laugel , Marie-Jeanne Lesot , Christophe Marsala , Xavier Renard , Marcin Detyniecki
Twenty-Eighth International Joint Conference on Artificial Intelligence {IJCAI-19}, Aug 2019, Macao, Macau SAR China. pp.2801-2807, ⟨10.24963/ijcai.2019/388⟩
Communication dans un congrès hal-02275308v1

Random-shapelet: an algorithm for fast shapelet discovery

Xavier Renard , Maria Rifqi , Walid Erray , Marcin Detyniecki
2015 IEEE International Conference on Data Science and Advanced Analytics (IEEE DSAA'2015), Oct 2015, Paris, France. pp.1-10, ⟨10.1109/DSAA.2015.7344782⟩
Communication dans un congrès hal-01217435v1

EAST representation: fast discovery of discriminant temporal patterns from time series

Xavier Renard , Maria Rifqi , Gabriel Fricout , Marcin Detyniecki
ECML/PKDD Workshop on Advanced Analytics and Learning on Temporal Data, Sep 2016, Riva Del Garda, Italy
Communication dans un congrès hal-01350734v1
Image document

Comparison-based Inverse Classification for Interpretability in Machine Learning

Thibault Laugel , Marie-Jeanne Lesot , Christophe Marsala , Xavier Renard , Marcin Detyniecki
17th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU 2018), Jun 2018, Cadix, Spain. pp.100-111, ⟨10.1007/978-3-319-91473-2_9⟩
Communication dans un congrès hal-01905982v1
Image document

Localized Random Shapelets

Maël Guilleme , Simon Malinowski , Romain Tavenard , Xavier Renard
International Workshop on Advanced Analysis and Learning on Temporal Data, 2019, Wurzburg, Germany. pp.85-97, ⟨10.1007/978-3-030-39098-3_7⟩
Communication dans un congrès hal-02513295v1

Defining Locality for Surrogates in Post-hoc Interpretablity

Thibault Laugel , Xavier Renard , Marie-Jeanne Lesot , Christophe Marsala , Marcin Detyniecki
Workshop on Human Interpretability for Machine Learning (WHI) - International Conference on Machine Learning (ICML), Jul 2018, Stockholm, Sweden
Communication dans un congrès hal-01905924v1

QUACKIE: A NLP Classification Task With Ground Truth Explanations

Yves Rychener , Xavier Renard , Djamé Seddah , Pascal Frossard , Marcin Detyniecki
2021
Pré-publication, Document de travail hal-03138351v1