Comparative Evaluation of Mean Cumulative Regret in Multi-Armed Bandit Algorithms: ETC, UCB, Asymptotically Optimal UCB, and TS
This research provides insights into how to address short-term and long-term decision-making in different kinds of the Multi-Armed Bandit (MAB) problem, a classic problem in decision-making under uncertainty. In this study, four algorithms - Explore-Then-Commit (ETC), the Upper Confidence Bound (UCB...
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| Main Author: | |
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| Format: | Article |
| Language: | English |
| Published: |
EDP Sciences
2025-01-01
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| Series: | ITM Web of Conferences |
| Online Access: | https://www.itm-conferences.org/articles/itmconf/pdf/2025/04/itmconf_iwadi2024_01026.pdf |
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