A bad arm existence checking problem: How to utilize asymmetric problem structure?

Author:

Tabata Koji,Nakamura AtsuyoshiORCID,Honda Junya,Komatsuzaki Tamiki

Publisher

Springer Science and Business Media LLC

Subject

Artificial Intelligence,Software

Reference18 articles.

1. Audibert, J., Bubeck, S., & Munos, R. (2010). Best arm identification in multi-armed bandits. In Proceedings of the 23rd conference on learning theory (pp. 41–53).

2. Auer, P., Cesa-Bianchi, N., & Fischer, P. (2002). Finite-time analysis of the multiarmed bandit problem. Machine Learning, 47(2–3), 235–256.

3. Auer, P., Cesa-Bianchi, N., Freund, Y., & Schapire, R. E. (2003). The nonstochastic multiarmed bandit problem. SIAM Journal on Computing, 32(1), 48–77.

4. Bubeck, S., Munos, R., & Stoltz, G. (2011). Pure exploration in finitely-armed and continuous-armed bandits. Theoretical Computer Science, 412(19), 1832–1852.

5. Bubeck, S., Wang, T., & Viswanathan, N. (2013). Multiple identifications in multi-armed bandits. In Proceedings of the 30th international conference on machine learning, proceedings of machine learning research, vol 28 (pp. 258–265).

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