Sakhi, Otmane
- PAC-Bayesian Offline Contextual Bandits With Guarantees
2022/10/24 by Otmane Sakhi, Pierre Alquier, Sakhi, Otmane +3 · 4 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification
- Improving Offline Contextual Bandits with Distributional Robustness
2020/11/13 by Otmane Sakhi, Louis Faury, Sakhi, Otmane +3 · 1 citation
Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #Risk and Portfolio Optimization #Smart Grid Energy Management
- Logarithmic Smoothing for Pessimistic Off-Policy Evaluation, Selection and Learning
2024/05/23 by Otmane Sakhi, Sakhi, Otmane, Imad Aouali +5 · 4 citations
Decision Sciences · Engineering · Mathematics · #Advanced Bandit Algorithms Research #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Smart Grid Energy Management
- Offline Evaluation of Reward-Optimizing Recommender Systems: The Case of Simulation
2022/09/18 by Aouali, Imad, Benhalloum, Amine, Bompaire, Martin +5 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG)
- Fast Slate Policy Optimization: Going Beyond Plackett-Luce
2023/08/03 by Otmane Sakhi, David Rohde, Sakhi, Otmane +3 · 1 citation
Decision Sciences · Computer Science · #Data Quality and Management #Machine Learning and Algorithms #Machine Learning and Data Classification
- Probabilistic Rank and Reward: A Scalable Model for Slate Recommendation
2022/08/10 by Aouali, Imad, Hammou, Achraf Ait Sidi, Sakhi, Otmane +2 · 1 citation
#FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Machine Learning (stat.ML)