Dr. Julien Aligon
I am currently Maitre de Conférences 🎓 (Associate Professor) at the University Toulouse 1 Capitole and I am a member of the IRIT lab (SIG team). I am also part of a partner team of the RESTORE lab 🔬of Toulouse (biology and medicine). I was a member of the LIFAT (ex LI) of the University of Tours where I received my PhD in 2013. My research topic is mainly focused on the field of prediction explanation (in particular post-hoc explanations). I am also interested in data management and analysis: recommender and personalization systems, similarity measures, log mining, datawarehouses, OLAP and Hadoop systems.
☎️ Contact information
📧 julien.aligon (@) ut-capitole.fr
📞 +33 5 61 12 85 87
💼 MF 229 (Manufacture des Tabacs)
🕵️♂️ Research activities
Here is the list of my research papers: https://dblp.org/pid/08/9059.html
In particular, I am involved in the field of prediction explanation. A common work with the company Kaduceo proposed a coalitional strategy to more efficiently compute explanations.
A github is available: https://github.com/kaduceo/coalitional_explanation_methods
Here is the list of the current PhD student I supervise:
- Elodie Escriva (Feb. 2021 -) - IRIT Lab
CIFRE with Kaduceo - Ecole doctorale Mathématiques-Informatique
Interprétation de modèles et de résultats de prédiction : cas du secteur santé et de l’aide à l’appropriation par les médecins
- Robin Cugny (Sept. 2021 -) - IRIT Lab
CIFRE with SolutionData Group - Ecole doctorale Mathématiques-Informatique
Expliquer et valider par l'exemple un modèle : Application à un Sosie Virtuel Projectif
- Emmanuel Doumard (Oct. 2021 -) - IRIT/RESTORE Labs
EUR-CARE scholarship - Ecole doctorale Mathématiques-Informatique
How to explore physiological aging? A new framework for an in-depth explainability of machine learning models.
- Haomiao Wang (Oct. 2021 -) - RESTORE Lab
Occitanie region scholarship - Ecole doctorale Biologie-Santé
PREDINSIGHT 4D - Système d’aide à l’analyse de jeux de données multimodaux pour la détection de biomarqueurs visuels et biologiques : preuve de concept en médecine orale.
Here is the list of the previous PhD students I supervised:
- Gabriel Ferrettini (Sept. 2017 - March 2021) - IRIT Lab
Ministerial scholarship - Ecole doctorale Mathématiques-Informatique
Système adaptatif pour l'aide à la conception de processus d'analyse
- Franck Boizard (Sept. 2016 - Oct. 2019) - IRIT/INSERM Labs
Ecole doctorale Biologie-Santé
Application de la biologie des systèmes pour l'identification de marqueurs moléculaires des maladies rénales dans les fluides biologiques
👨🏫 Teaching activities
👨💼 Since 2021, I am in charge of the M2 MIAGE ISIAD. Between 2017 and 2021, I was in charge of the Bachelor L3 MIASHS Technologie de l'Information.
Overview of my teaching activities into the computer science department
- Algorithmic - L3 MIASHS MIAGE
- Information Systems - M1 IM
- Decision Support Systems - M1 2IS
- UML - M2 IPM
- Data integration - M2 IDA
- Optimization for multidimensional databases - M2 ISIAD & M2 2IS
- Big data Analytics (Hadoop/MapReduce, Spark, Neo4j) - M2 ISIAD
- Machine Learning - M2 ISIAD & M2 Economie Appliquée