Fitness landscape analysis and performance prediction for multi-objective optimization
Aug 2014 - Mar 2016 — Funded by 🇯🇵 JSPS (MEXT project)
Decomposition approaches for multi-objective optimization
Nov 2014 - Mar 2015 + Jun - Dec 2015 — Funded by 🇯🇵 JSPS (MEXT project)
Landscape-aware algorithm design, selection and configuration for cross-domain optimization
Nov 2019 - Dec 2023 — co-Funded by U Lille (MODŌ lab) and ANR BigMO project — with B Derbel
Algorithm selection in multi-objective optimization
🇵🇹/🇫🇷 Cotutelle with the University of Coimbra
Oct 2018 - Dec 2022 (curricular 2016-18) — Funded by 🇵🇹 FCT (PhD fellowship) — with L Paquete and B Derbel
Meta-models and machine learning for massive expensive optimization
Oct 2018 - Nov 2022 — Contrat doctoral — with B Derbel
Machine learning and decomposition techniques for large-scale multi-objective optimization
Oct 2018 - Dec 2021 — Funded by ANR BigMO project — with B Derbel
Landscape analysis for helper objectives in multi-objectivization
🇯🇵 University of Electro-Communications, visiting Lille Jan-Avr 2023 — PhD supervisor: H Sato
Compartment models for evolutionary multi-objective optimization
🇯🇵 Shinshu University — Sept 2017 - Jan 2021 — PhD supervisor: H Aguirre
Local exploration of the Pareto front for many-objective combinatorial optimization
🇲🇽 CINVESTAV-IPN — visiting Lille Apr-Jun 2016 — PhD supervisor: O Schütze
Learning variable importance to guide variation in evolutionary multi-objective optimization
🇯🇵 Shinshu University — 2015 - 2018 — visiting Lille Apr-Jun 2016 — PhD supervisors: H Aguirre and K Tanaka
Differential evolution for multi-objective optimization
🇯🇵 Shinshu University — visiting Lille Nov 2013-Sept 2014 — PhD defended in 2015 — PhD supervisors: H Aguirre and K Tanaka
Expensive optimization for the design of chemical structures
MSc internship, Shinshu University (JP) — Nov - Dec 2019 — with H Aguirre
Guided variation in evolutionary multi-objective optimization
MSc internship, Shinshu University (JP) — Nov - Dec 2019 — with H Aguirre
Landscape-aware automatic algorithm selection
MSc internship (2nd year), Univ Lille (FR) — Mar - Aug 2019 — with B Derbel
Bi-objective travelling thief problem
MSc project (1st year), Univ Lille (FR) — Jan - May 2019 — with B Derbel
Improved local search for flowshop scheduling
MSc project (1st year), Univ Lille (FR) — Jan - May 2019 — with B Derbel
Learning optimization landscapes with neural networks
MSc project (1st year), Univ Lille (FR) — Jan - May 2019 — with B Derbel and G Pruvost
Machine learning for expensive optimization
MSc internship (2nd year), Univ Lille (FR) — Feb - Aug 2018 — with H Aguirre and B Derbel
Automatic algorithm selection for multi-objective optimization
MSc project (2nd year), Univ Lille (FR) — Oct 2017 - Feb 2018 — with B Derbel
Decomposition-based multi-objective optimization
MSc project (2nd year), Univ Lille (FR) — Oct 2017 - Feb 2018 — with B Derbel
Expensive multi-objective optimization based on decomposition and surrogate meta-models
MSc internship (2nd year), Univ Lille 1 (FR) — Oct 2015 - Aug 2016 — with H Aguirre, B Derbel and K Tanaka
Cross-domain multi-objective fitness landscape analysis and algorithm design
MSc project (1st year), Univ Lille 1 (FR) — Jan - Jun 2016 — with B Derbel
Scalar approaches for set-based multi-objective optimization
MSc project (1st year), Univ Lille 1 (FR) — Jan - Jun 2016 — with B Derbel
Parallel local search for multi-objective optimization
MSc project (2nd year), Univ Lille 1 (FR) — Oct 2014 - Fev 2015 — with B Derbel
Knowledge extraction from the Pareto set of many-objective optimization problems
MSc internship, Shinshu University (JP) — Oct - Nov 2014 — MSc supervisors: H Aguirre and K Tanaka
Parallel multi-objective optimization based on decomposition
MSc internship (2nd year), Univ Lille 1 (FR) — Feb - Aug 2014 — with B Derbel and EG Talbi
Scheduling in the medical field
MSc internship (4th year engineer school, Polytech'Lille), Univ Lille 1 (FR) — May - Aug 2013 — with E-G Talbi
Resource allocation in cloud computing
MSc internship (2nd year), Univ Lille 1 (FR) — Mar - Aug 2012 — with F Clautiaux
Distributed heuristic search for multi-objective optimization
MSc project (1st year), Univ Lille 1 (FR) — Mar - Jun 2012 — with B Derbel
Multi-objective vehicle routing under uncertainty
MSc internship (2nd year), Univ Algers (DZ) — Nov 2011 - Jan 2012 — with M Aïder and E-G Talbi
Metaheuristics for bi-level multi-objective optimization
MSc internship (2nd year), Univ Bordeaux (FR) — Mar - Aug 2011 — with E-G Talbi
Scalar vs Pareto local search for ρMNK-landscapes
MSc project (1st year), Univ Lille 1 (FR) — Mar - Jun 2011 — with S Verel
Scalarizing approaches for multi-objective optimization
MSc project (1st year), Univ Lille 1 (FR) — Oct - Dec 2009 — with J Humeau
Archiving techniques for multi-objective optimization
MSc project (1st year), Univ Lille 1 (FR) — Jan - Jun 2009 — with J Humeau
Evolutionary algorithms and continuous benchmark functions for multi-objective optimization
MSc internship (2nd year), Univ Lille 1 (FR) — Apr - Sep 2008 — with L Jourdan and E-G Talbi
Reference-point approach for multi-objective optimization
MSc internship (1st year), Univ Constantine (DZ) — Nov - Dec 2006 + May - Jun 2007 — with E-G Talbi
Distributed decomposition-based optimization
Research engineer, CPER Data, Inria — Feb 2018 - Feb 2020 — with B Derbel
Metaheuristics for multi-objective optimization (Paradiseo)
Research engineer, Inria — Sep 2008 - Sep 2010 — with L Jourdan and E-G Talbi