Frédéric Pennerath

Associate Professor, CentraleSupelec

Joined

May 2023

Names

Frédéric Pennerath (Preferred)

Emails

****@centralesupelec.fr (Confirmed)

****@loria.fr (Confirmed)

****@supelec.fr (Confirmed)

Personal Links

Career & Education History

Associate Professor

CentraleSupelec (centralesupelec.fr)

2015 – Present

Associate Professor

Ecole Supérieure d'Electricité (supelec.fr)

2004 – 2015

Engineer

Alcatel (alcatel-lucent.com)

1999 – 2003

Engineer

CSIRO (csiro.au)

1997 – 1998

Advisors, Relations & Conflicts

Coworker

Miguel Couceiro

2015 – Present

Coworker

Brieuc Conan-Guez

2015 – Present

PhD Advisor

Amedeo Napoli

2004 – Present

Expertise

Bayesian Deep Learning

2017 – Present

Deep generative models

2011 – Present

Pattern mining

statistics

2007 – Present

Publications

Clarity: an improved gradient method for producing quality visual counterfactual explanations
Claire Theobald, Frédéric Pennerath, Brieuc Conan-Guez, Miguel Couceiro, Amedeo Napoli
- Published: 01 Jan 2022, Last Modified: 09 May 2023
- CoRR 2022
- Readers: Everyone
A Bayesian Convolutional Neural Network for Robust Galaxy Ellipticity Regression
Claire Theobald, Bastien Arcelin, Frédéric Pennerath, Brieuc Conan-Guez, Miguel Couceiro, Amedeo Napoli
- Published: 01 Jan 2021, Last Modified: 09 May 2023
- ECML/PKDD (5) 2021
- Readers: Everyone
A Bayesian Convolutional Neural Network for Robust Galaxy Ellipticity Regression
Claire Theobald, Bastien Arcelin, Frédéric Pennerath, Brieuc Conan-Guez, Miguel Couceiro, Amedeo Napoli
- Published: 01 Jan 2021, Last Modified: 09 May 2023
- CoRR 2021
- Readers: Everyone
A Bayesian Neural Network based on Dropout Regulation
Claire Theobald, Frédéric Pennerath, Brieuc Conan-Guez, Miguel Couceiro, Amedeo Napoli
- Published: 01 Jan 2021, Last Modified: 09 May 2023
- CoRR 2021
- Readers: Everyone
Discovering Approximate Functional Dependencies using Smoothed Mutual Information
Frédéric Pennerath, Panagiotis Mandros, Jilles Vreeken
- 2020 (modified: 12 May 2023)
- KDD 2020
- Readers: Everyone
An Efficient Algorithm for Computing Entropic Measures of Feature Subsets
Frédéric Pennerath
- Published: 01 Jan 2018, Last Modified: 12 May 2023
- ECML/PKDD (2) 2018
- Readers: Everyone
L'extraction de règles de dépendance bien définies entre ensembles de variables multivaluées
Frédéric Pennerath
- Published: 01 Jan 2012, Last Modified: 12 May 2023
- EGC 2012
- Readers: Everyone
Graph-Mining Algorithm for the Evaluation of Bond Formability
Frédéric Pennerath, Gilles Niel, Philippe Vismara, Philippe Jauffret, Claude Laurenço, Amedeo Napoli
- Published: 01 Jan 2010, Last Modified: 12 May 2023
- J. Chem. Inf. Model. 2010
- Readers: Everyone
Fast Extraction of Locally Optimal Patterns Based on Consistent Pattern Function Variations
Frédéric Pennerath
- Published: 01 Jan 2010, Last Modified: 12 May 2023
- ECML/PKDD (3) 2010
- Readers: Everyone
Méthodes d'extraction de connaissances à partir de données modélisables par des graphes. Application à des problèmes de synthèse organique. (Methods of knowledge extraction from data modelled by graphs. Application to organic synthesis problems)
Frédéric Pennerath
- Published: 01 Jan 2009, Last Modified: 12 May 2023
- undefined 2009
- Readers: Everyone

View all 17 publications

Frédéric Pennerath

Names

Emails

Personal Links

Career & Education History

Advisors, Relations & Conflicts

Expertise

Publications

Co-Authors