Frédéric Pennerath

According to our database, Frédéric Pennerath authored at least 18 papers between 1999 and 2024.

Collaborative distances:

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

2024

The Epistemic Uncertainty Hole: an issue of Bayesian Neural Networks.

Mohammed Fellaji, Frédéric Pennerath

CoRR, 2024

On the Calibration of Epistemic Uncertainty: Principles, Paradoxes and Conflictual Loss.

Mohammed Fellaji, Frédéric Pennerath, Brieuc Conan-Guez, Miguel Couceiro

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track, 2024

2022

Clarity: an improved gradient method for producing quality visual counterfactual explanations.

Claire Theobald, Frédéric Pennerath, Brieuc Conan-Guez, Miguel Couceiro, Amedeo Napoli

CoRR, 2022

2021

A Bayesian Neural Network based on Dropout Regulation.

Claire Theobald, Frédéric Pennerath, Brieuc Conan-Guez, Miguel Couceiro, Amedeo Napoli

CoRR, 2021

A Bayesian Convolutional Neural Network for Robust Galaxy Ellipticity Regression.

Claire Theobald, Bastien Arcelin, Frédéric Pennerath, Brieuc Conan-Guez, Miguel Couceiro, Amedeo Napoli

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Applied Data Science Track, 2021

2020

Discovering Approximate Functional Dependencies using Smoothed Mutual Information.

Frédéric Pennerath, Panagiotis Mandros, Jilles Vreeken

Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020

2018

An Efficient Algorithm for Computing Entropic Measures of Feature Subsets.

Frédéric Pennerath

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2018

2012

L'extraction de règles de dépendance bien définies entre ensembles de variables multivaluées.

Frédéric Pennerath

Proceedings of the Extraction et gestion des connaissances (EGC'2012), Actes, janvier 31, 2012

2010

Graph-Mining Algorithm for the Evaluation of Bond Formability.

Frédéric Pennerath, Gilles Niel, Philippe Vismara, Philippe Jauffret, Claude Laurenço, Amedeo Napoli

J. Chem. Inf. Model., 2010

Fast Extraction of Locally Optimal Patterns Based on Consistent Pattern Function Variations.

Frédéric Pennerath

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2010

2009

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

PhD thesis, 2009

The Model of Most Informative Patterns and Its Application to Knowledge Extraction from Graph Databases.

Frédéric Pennerath, Amedeo Napoli

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2009

2008

Prétraitement des bases de données de réactions chimiques pour la fouille de schémas de réactions.

Frédéric Pennerath, Géraldine Polaillon, Amedeo Napoli

Proceedings of the Extraction et gestion des connaissances (EGC'2008), 2008

A Method for Classifying Vertices of Labeled Graphs Applied to Knowledge Discovery from Molecules.

Frédéric Pennerath, Géraldine Polaillon, Amedeo Napoli

Proceedings of the ECAI 2008, 2008

Mining Intervals of Graphs to Extract Characteristic Reaction Patterns.

Frédéric Pennerath, Géraldine Polaillon, Amedeo Napoli

Proceedings of the Discovery Science, 11th International Conference, 2008

2006

La fouille de graphes dans les bases de données réactionnelles au service de la synthèse en chimie organique.

Frédéric Pennerath, Amedeo Napoli

Proceedings of the Extraction et gestion des connaissances (EGC'2006), 2006

1999

Robust Sensing for a 3, 500 Tonne Field Robot.

Jonathan M. Roberts, Frédéric Pennerath, Peter I. Corke, Graeme J. Winstanley

Proceedings of the 1999 IEEE International Conference on Robotics and Automation, 1999

A Real-Time Software Architecture for Robotics and Automation.

Jonathan M. Roberts, Peter I. Corke, Robin J. Kirkham, Frédéric Pennerath, Graeme J. Winstanley

Proceedings of the 1999 IEEE International Conference on Robotics and Automation, 1999