Christine Largouet Academic Webpage

About Me

I am an associate professor in computer science at Institut Agro Rennes-Angers, an engineering school of life and environmental sciences.

I am member of the IRISA Laboratory in the INRIA LACODAM team.

My research interest focuses on Artificial Intelligence tools for human decision support.

Learning Timed Behavioral Models
Explainable AI
Complex Systems Modelling and Analysis with Timed Automata and Model-Checking
Data-Driven Decision Support (Precision Farming, Animal Welfare)

Since 2006, I lead the Computer Science Teaching Unit at L'Institut Agro Rennes-Angers.

From 2003 to 2006, I moved to the University of new-Caledonia and worked with the IRD research laboratory in Nouméa.

Publications

TAG: Learning Timed Automata from Logs Conference

Lénaïg Cornanguer, Christine Largouët, Laurence Rozé, Alexandre Termier
AAAI 2022 - 36th AAAI Conference on Artificial Intelligence, 2022

Effects of the environment and animal behavior on nutrient requirements for gestating sows: Future improvements in precision feeding Journal

Charlotte Gaillard, Maëva Durand, Christine Largouët, Jean-Yves Dourmad, Céline Tallet
Animal Feed Science and Technology, 2021

Online forecasting of daily feed intake in lactating sows supported by offline time-series clustering, for precision livestock farming Journal

Raphaël Gauthier, Christine Largouët, Laurence Rozé, Jean-Yves Dourmad
Computers and Electronics in Agriculture, Elsevier, 2021

Netspot: a simple Intrusion Detection System with statistical learning Conference

Alban Siffer, Alexandre Termier, Pierre-Alain Fouque, Christine Largouët
TrustCom 2020 - IEEE 19th International Conference on Trust, Security and Privacy in Computing and Communications, 2020

Improving Anchor-based Explanations Conference

Julien Delaunay, Luis Galárraga, Christine Largouët
CIKM 2020 - 29th ACM International Conference on Information and Knowledge Management, 2020

Dynamic modeling of nutrient use and individual requirements of lactating sows Journal

Raphaël Gauthier, Christine Largouët, Charlotte Gaillard, Laetitia Cloutier, Frédéric Guay, Jean-Yves Dourmad
Journal of Animal Science, Vol 97(7), 2019

Are your data data gathered? The Folding Test of Unimodality Conference

Alban Siffer, Pierre-Alain Fouque, Alexandre Termier, Christine Largouët
CM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD18), 2018

Anomaly Detection in Streams with Extreme Value Theory Conference

Alban Siffer, Pierre-Alain Fouque, Alexandre Termier, Christine Largouët
CM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD17), 2017

Temporal Planning with extended Timed Automata Conference

Christine Largouët, Omar Krichen, Yulong Zhao
International Conference on Tools with Artificial Intelligence (ICTAI 2016), 2016

Searching for Cost-Optimized Strategies: An Agricultural Application Conference

Christine Largouët, Yulong Zhao, Marie-Odile Cordier
International Conference on Decision Support System Technology (ICDSST 2016), 2016

Integrating socio-economic drivers in an explicit-time, qualitative fisheries model: EcoMata Colloque

Christine Largouët, Yves-Marie Bozec, Yulong Zhao
MSEAS 2016 Understanding marine socio-ecological systems: including the human dimension in Integrated Ecosystem Assessments, 2016

Model-Checking an Ecosystem Model for Decision-Aid Conference

Marie-Odile Cordier, Christine Largouët, Yulong Zhao
International Conference on Tools with Artificial Intelligence (ICTAI 2014), 2014

Répondre aux questions "Que faire pour " par synthèse de contrôleur sur des automates temporisés - Application à la gestion de la pêche Conference

Yulong Zhao, Marie-Odile Cordier, Christine Largouët
Reconnaissance des Formes et Intelligence Artificielle (RFIA 2012), 2012

Use Of Timed Automata And Model-Checking To Explore Scenarios
On Ecosystem Models Journal

Christine Largouët, Marie-Odile Cordier, Yves-Marie Bozec, Guy Fontenelle
Environmental Modelling and Software (Vol 30), 2011

EcoMata : Un logiciel d'aide à la décision pour améliorer la gestion des écosystèmes Journal

Yulong Zhao, Christine Largouët, Marie-Odile Cordier
Revue des Sciences et Technologies de l'Information, (Vol Vol 16(3)), 2011

Patrons de scénarios pour l'exploration qualitative d'un écosystème Conference

Christine Largouët, Marie-Odile Cordier
Reconnaissance des Formes et Intelligence Artificielle (RFIA 2010), 2010

OntoMap: ontologie et cartes cognitives Conference

Louis Bonneau de Beaufort, Guy Fontenelle, Christine Largouët
Reconnaissance des formes et intelligence artificielle (RFIA 2010), 2010

Scenario templates to analyse qualitative ecosystem models Conference

Christine Largouët, Marie-Odile Cordier, Guy Fontenelle
International Congress on Modelling and Simulation (MODSIM'09), 2009

Apprentissage incrémental de règles de décision à partir de données d'un simulateur Journal

Marie-Odile Cordier, Thomas Guyet, Christine Largouët, Véronique Masson, Henri-Maxime Suchier
Congrès Informatique des organisations et systèmes d'informations et de décision (INFORSID), 2009

Modèles graphiques pour le raisonnement temporel et spatial Book Chapter

Jean-François Mari, Christine Largouët
Raisonnements sur l'espace et le temps : des modèles aux applications, Traité IGAT, série Géomatique, pp. 249-271, Lavoisier, 2007

Reconnaissance de l'occupation du sol à l'aide d'un automate temporisé Book Chapter

Christine Largouët, Marie-Odile Cordier
Raisonnements sur l'espace et le temps : des modèles aux applications, Traité IGAT, série Géomatique, pp. 317-332, Lavoisier, 2007.

Modelling coral reef habitat trajectories: evaluation of an integrated timed automata and remote-sensing approach Journal

Julie Scopélitis, Serge Andrefouët, Christine Largouët
Ecological Modelling (Vol 205:1-2), 2007

Le système EAUNET : un système d'information intégrant une modélisation dynamique des risques de pollution pour l'aide à la gestion de l'eau doucespatio-temporels Journal

Morgan Mangeas, Christine Largouët, Touraïvane, Didier Lille
Revue Ingéniérie des Systèmes d'Information, (Vol 10-4), 2005

Automata Slicing for Diagnosing Discrete-Event Systems with Partially Ordered Observations Conference

Alban Grastien, Marie-Odile Cordier, Christine Largouët
Advances in Artificial Intelligence (AI*IA'05), 2005

Incremental Diagnosis of Discrete-Event Systems Journal

International Join Conference in Artificial Intelligence (IJCAI'05), 2005
Alban Grastien, Marie-Odile Cordier, Christine Largouët

First Step Towards Incremental Diagnosis for Discrete-Event Systems Journal

Alban Grastien, Marie-Odile Cordier, Christine Largouët
Canadian Conference on Artificial Intelligence (AI'05), 2005

Efficient trajectories computing exploiting inversibility properties Journal

Marie-Odile Cordier, Alban Grastien, Christine Largouët, Yannick Pencolé
International workshop on principles of Diagnosis (DX'03)

Improving the Landcover Classification using Domain Knowledge Journal

Christine Largouët, Marie-Odile Cordier
AI Communication special issue on Environmental Sciences and Artificial Intelligence (Vol 14-1), 2001

Using model-checking techniques for diagnosing discrete-event systems Journal

Marie-Odile Cordier, Christine Largouët
International Workshop on Principles of diagnosis (DX'01), 2001

Adding Probabilities to timed automata to improve landcover classification Journal

Christine Largouët, Marie-Odile Cordier
Workshop Spatio-Temporal Reasoning and Geographic Information Systems (ECSQARU 2001), 2001

Timed Automata Model to Improve the Classification of a Sequence of Images Journal

Christine Largouët, Marie-Odile Cordier
European Conference on Artificial Intelligence (ECAI'2000), 2000

Improving the Landcover Classification using Domain Knowledge Journal

Christine Largouët, Marie-Odile Cordier
International Society for Photogrammetry and Remote Sensing (ISPRS'2000), 2000

Combining observations and expectations: application to the refinement of an image sequence classification Journal

Christine Largouët, Marie-Odile Cordier
Workshop on Fusion of Domain Knowledge with Data for Decision Support (UAI'2000), 2000

Education

Habilitation Defense (HDR)

Université de Rennes 1, France (2019)

"Artificial Intelligence for Decision Support of Dynamical Complex Systems : Diagnosis, Prediction and Recommendation of Actions"

Manuscript (in french)

PhD Computer Science

Université de Rennes 1, France

"Interpretation of a sequence of remote-sensing images by modelling the evolution of the observed system: application to the land cover recognition." Under the supervision of Marie-Odile Cordier

Keywords

Research fields covered by my current or previous work:

Behavioral Model Learning
Interpretability in Machine Learning
Qualitative Modelling of Complex Systems
AI & Agriculture and Environmental Systems
Diagnostic & Supervision
Timed Automata / Model-Checking
Time Series

Phd Student and PostDoc Supervision

Lénaïg Cornangueur, Phd. (2020- )

"Learning Timed Automata from Timed Series"
Co-supervised with Laurence Rozé and Alexandre Termier (IRISA)

Julien Delaunay, Phd. (2020- )

"Automatic Construction of Explanations for AI models"
Co-supervised with Luis Galárraga (IRISA)

Maeva Durand, Phd. (2020- )

"Real-time automated integration of gestating sow welfare and health from heterogeneous data for precision feeding"
Co-supervised with Charlotte Gaillard and Jean-Yves Dourmad (INRAE)

Josie Signe, Phd. (2020- )

"Characterizing the diversity between and within livestock farming situations with data mining methods used on information from dairy herd sensors"
Co-supervised with Alexandre Termier, Véronique Masson, Peggy Cellier (IRISA) and Yannick Lecozler (INRAE)

Raphaël Gauthier, Phd. (2017-2020)

"Modeling and Data Mining for individual requirements of lactating sows"
Co-supervised with Jean-Yves Dourmad (INRAE)

Alban Siffer, Phd. (2016-2019)

Phd Defense on 19th December 2019 !

"New Statistical Methods for Data Mining"
Co-supervised with Pierre-Alain Fouque and Alexandre Termier (IRISA)

Yulong Zhao, Phd. (2010-2014)

"Qualitative modelling for management of agro-ecosystems using model-checking tools"
Co-supervised with Marie-Odile Cordier (IRISA) and Chantal Gascuel (INRA)

Yves-Marie Bozec, PostDoc (2010-2011)

"Qualitative modelling of a marine ecosystem submitted to anthropagenic pressures : the Uvea lagoon in New-Caledonia"

Alban Grastien, Phd. (2002-2005)

"Decentralized and on-line diagnosis of reconfigurable systems"
Co-supervised with Marie-Odile Cordier (IRISA)

Master Student Supervision

Julien Delaunay
Josie Signe
Lénaïg Cornangueur
Thomas Dahmen
Mai Dao
François Laferrière
Pierre Gaignon
Omar Krichen
Charlotte Paillette
Yulong Zhao
Jaouad Boufkri
Mounir Lekouara
Julie Scopelitis
Alban Grastien
Laetitia Rousseau

Teaching

I have been teaching computer science at different levels (L2 to M2) in Institut Agro since 2001.

I have also taught computer science at the University of New-Caledonia from 2003 to 2005 in the computer science engineering bachelor.

Big Data (Master 2 Datasciences, 2017-now)
Scientific Programming (Master 1, 2013-now)
Data Management (Master 1, 2013-now)
Databases (Bachelor 2&3, 2013-now)
R Programming (Bachelor 3, 2013-now)
Python Programming (Bachelor 2, 2018-now)
Artificial Intelligence (Master 2, 2013-2017)
Algorithms (Master 1, 2013-2017)
Software engineering (Master1, 2005-2011)
JAVA Programming (Bachelor 2&3, 2001-2008)
Python Programming (Master1, 2007-2011)
Artificial Intelligence (Master 1, 2001-2011)
OS Linux (Bachelor 1, 2003-2005)
Network programming (Bachelor 2, 2003-2005)

Christine Largouët

Associate Professor in Computer Science - Artificial Intelligence

Institut Agro Rennes-Angers, IRISA Laboratory

About Me

Publications

TAG: Learning Timed Automata from Logs Conference

Effects of the environment and animal behavior on nutrient requirements for gestating sows: Future improvements in precision feeding Journal

Online forecasting of daily feed intake in lactating sows supported by offline time-series clustering, for precision livestock farming Journal

Netspot: a simple Intrusion Detection System with statistical learning Conference

Improving Anchor-based Explanations Conference

Dynamic modeling of nutrient use and individual requirements of lactating sows Journal

Are your data data gathered? The Folding Test of Unimodality Conference

Anomaly Detection in Streams with Extreme Value Theory Conference

Temporal Planning with extended Timed Automata Conference

Searching for Cost-Optimized Strategies: An Agricultural Application Conference

Integrating socio-economic drivers in an explicit-time, qualitative fisheries model: EcoMata Colloque

Model-Checking an Ecosystem Model for Decision-Aid Conference

Répondre aux questions "Que faire pour " par synthèse de contrôleur sur des automates temporisés - Application à la gestion de la pêche Conference

Use Of Timed Automata And Model-Checking To Explore Scenarios
On Ecosystem Models Journal

EcoMata : Un logiciel d'aide à la décision pour améliorer la gestion des écosystèmes Journal

Patrons de scénarios pour l'exploration qualitative d'un écosystème Conference

OntoMap: ontologie et cartes cognitives Conference

Scenario templates to analyse qualitative ecosystem models Conference

Apprentissage incrémental de règles de décision à partir de données d'un simulateur Journal

Modèles graphiques pour le raisonnement temporel et spatial Book Chapter

Reconnaissance de l'occupation du sol à l'aide d'un automate temporisé Book Chapter

Modelling coral reef habitat trajectories: evaluation of an integrated timed automata and remote-sensing approach Journal

Le système EAUNET : un système d'information intégrant une modélisation dynamique des risques de pollution pour l'aide à la gestion de l'eau doucespatio-temporels Journal

Automata Slicing for Diagnosing Discrete-Event Systems with Partially Ordered Observations Conference

Incremental Diagnosis of Discrete-Event Systems Journal

First Step Towards Incremental Diagnosis for Discrete-Event Systems Journal

Efficient trajectories computing exploiting inversibility properties Journal

Improving the Landcover Classification using Domain Knowledge Journal

Using model-checking techniques for diagnosing discrete-event systems Journal

Adding Probabilities to timed automata to improve landcover classification Journal

Timed Automata Model to Improve the Classification of a Sequence of Images Journal

Improving the Landcover Classification using Domain Knowledge Journal

Combining observations and expectations: application to the refinement of an image sequence classification Journal

About Me

Publications

TAG: Learning Timed Automata from Logs Conference

Effects of the environment and animal behavior on nutrient requirements for gestating sows: Future improvements in precision feeding Journal

Online forecasting of daily feed intake in lactating sows supported by offline time-series clustering, for precision livestock farming Journal

Netspot: a simple Intrusion Detection System with statistical learning Conference

Improving Anchor-based Explanations Conference

Dynamic modeling of nutrient use and individual requirements of lactating sows Journal

Are your data data gathered? The Folding Test of Unimodality Conference

Anomaly Detection in Streams with Extreme Value Theory Conference

Temporal Planning with extended Timed Automata Conference

Searching for Cost-Optimized Strategies: An Agricultural Application Conference

Integrating socio-economic drivers in an explicit-time, qualitative fisheries model: EcoMata Colloque

Model-Checking an Ecosystem Model for Decision-Aid Conference

Répondre aux questions "Que faire pour " par synthèse de contrôleur sur des automates temporisés - Application à la gestion de la pêche Conference

Use Of Timed Automata And Model-Checking To Explore Scenarios On Ecosystem Models Journal

EcoMata : Un logiciel d'aide à la décision pour améliorer la gestion des écosystèmes Journal

Patrons de scénarios pour l'exploration qualitative d'un écosystème Conference

OntoMap: ontologie et cartes cognitives Conference

Scenario templates to analyse qualitative ecosystem models Conference

Apprentissage incrémental de règles de décision à partir de données d'un simulateur Journal

Modèles graphiques pour le raisonnement temporel et spatial Book Chapter

Reconnaissance de l'occupation du sol à l'aide d'un automate temporisé Book Chapter

Modelling coral reef habitat trajectories: evaluation of an integrated timed automata and remote-sensing approach Journal

Le système EAUNET : un système d'information intégrant une modélisation dynamique des risques de pollution pour l'aide à la gestion de l'eau doucespatio-temporels Journal

Automata Slicing for Diagnosing Discrete-Event Systems with Partially Ordered Observations Conference

Incremental Diagnosis of Discrete-Event Systems Journal

First Step Towards Incremental Diagnosis for Discrete-Event Systems Journal

Efficient trajectories computing exploiting inversibility properties Journal

Improving the Landcover Classification using Domain Knowledge Journal

Using model-checking techniques for diagnosing discrete-event systems Journal

Adding Probabilities to timed automata to improve landcover classification Journal

Timed Automata Model to Improve the Classification of a Sequence of Images Journal

Improving the Landcover Classification using Domain Knowledge Journal

Combining observations and expectations: application to the refinement of an image sequence classification Journal

Use Of Timed Automata And Model-Checking To Explore Scenarios
On Ecosystem Models Journal