IEEE - Institute of Electrical and Electronics Engineers, Inc. - Bandits all the way down: UCB1 as a simulation policy in Monte Carlo Tree Search

2013 IEEE Conference on Computational Intelligence in Games (CIG)

Author(s): Edward J. Powley ; Daniel Whitehouse ; Peter I. Cowling
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 August 2013
Conference Location: Niagara Falls, ON, Canada
Conference Date: 11 August 2013
Page(s): 1 - 8
ISBN (CD): 978-1-4673-5308-3
ISBN (Electronic): 978-1-4673-5311-3
ISSN (Electronic): 2325-4289
ISSN (Paper): 2325-4270
DOI: 10.1109/CIG.2013.6633613
Regular:

Monte Carlo Tree Search (MCTS) is a family of asymmetric anytime aheuristic game tree search algorithms which have advanced the state-of-the-art in several challenging domains. MCTS learns a... View More

Advertisement