Forel, Alexandre
- A Survey of Contextual Optimization Methods for Decision Making under Uncertainty
2023/06/17 by Utsav Sadana, Sadana, Utsav, Abhilash Chenreddy +9 · 20 citations
Computer Science · Decision Sciences · #Data Stream Mining Techniques #FOS: Computer and information sciences #FOS: Mathematics #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Explainable Data-Driven Optimization: From Context to Decision and Back Again
2023/01/24 by Forel, Alexandre, Parmentier, Axel, Vidal, Thibaut · 4 citations
#68T37(Primary) #90-10 (Secondary) #FOS: Computer and information sciences #FOS: Mathematics #I.2.8 #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Don't Explain Noise: Robust Counterfactuals for Randomized Ensembles
2022/05/27 by Alexandre Forel, Forel, Alexandre, Axel Parmentier +3 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and Data Classification #Optimization and Control (math.OC)
- Free Lunch in the Forest: Functionally-Identical Pruning of Boosted Tree Ensembles
2024/08/28 by Youssouf Emine, Alexandre Forel, Emine, Youssouf +5 · 2 citations
Biochemistry, Genetics and Molecular Biology · #FOS: Computer and information sciences #FOS: Mathematics #Insect and Arachnid Ecology and Behavior #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- CF-OPT: Counterfactual Explanations for Structured Prediction
2024/05/28 by Germain Vivier--Ardisson, Vivier-Ardisson, Germain, Alexandre Forel +5 · 2 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)