Monte Carlo tree search

Monte Carlo tree search - Wikipedia

• For balancing exploitation and exploration, UCT (Upper Confidence Bound applied to trees) algorithm was introduced by Levente Kocsis and Csaba Szepesvári.

  • Kocsis, L. and Szepesvári, C., 2006, September. Bandit based monte-carlo planning. In European conference on machine learning (pp. 282-293). Springer, Berlin, Heidelberg.

• I explain about Upper Confidence Bound(UCB1) algorithm in (2.2.3.2-2) UCB1 algorithm.

Related:

• exploration-exploitation tradeoff: (2.2.3.1) Exploration-exploitation tradeoff