Is Q-learning minimax optimal? : a tight sample complexity analysis
Gen Li, Changxiao Cai, Yuxin Chen, Yuting Wei, Yuejie Chi
| Year of publication: |
2024
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|---|---|
| Authors: | Li, Gen ; Cai, Changxiao ; Chen, Yuxin ; Wei, Yuting ; Chi, Yuejie |
| Published in: |
Operations research. - Linthicum, Md. : INFORMS, ISSN 1526-5463, ZDB-ID 2019440-7. - Vol. 72.2024, 1, p. 222-236
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| Subject: | effective horizon | lower bound | Machine Learning and Data Science | minimax optimality | overestimation | Q-learning | sample complexity | temporal difference learning | Künstliche Intelligenz | Artificial intelligence | Theorie | Theory | Stichprobenerhebung | Sampling | Lernprozess | Learning process | Mathematische Optimierung | Mathematical programming |
freely available
| Type of publication: | Article |
|---|---|
| Type of publication (narrower categories): | Aufsatz in Zeitschrift ; Article in journal |
| Language: | English |
| Other identifiers: | 10.1287/opre.2023.2450 [DOI] |
| Source: | ECONIS - Online Catalogue of the ZBW |
Persistent link: https://www.econbiz.de/10014505079