Výsledky vyhledávání - "Bertoncello, Antoine"

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MARLIM: Multi-Agent Reinforcement Learning for Inventory Management

Autor: Leluc, Rémi, Kadoche, Elie, Bertoncello, Antoine, Gourvénec, Sébastien

Maintaining a balance between the supply and demand of products by optimizing replenishment decisions is one of the most important challenges in the supply chain industry. This paper presents a novel reinforcement learning framework called MARLIM, to

Externí odkaz: http://arxiv.org/abs/2308.01649

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Comparison of meta-learners for estimating multi-valued treatment heterogeneous effects

Autor: Acharki, Naoufal, Lugo, Ramiro, Bertoncello, Antoine, Garnier, Josselin

Conditional Average Treatment Effects (CATE) estimation is one of the main challenges in causal inference with observational data. In addition to Machine Learning based-models, nonparametric estimators called meta-learners have been developed to esti

Externí odkaz: http://arxiv.org/abs/2205.14714

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Robust Prediction Interval estimation for Gaussian Processes by Cross-Validation method

Autor: Acharki, Naoufal, Bertoncello, Antoine, Garnier, Josselin

Probabilistic regression models typically use the Maximum Likelihood Estimation or Cross-Validation to fit parameters. These methods can give an advantage to the solutions that fit observations on average, but they do not pay attention to the coverag

Externí odkaz: http://arxiv.org/abs/2106.05396

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