This work studies the control of robots in the adversarial world of "Hunt the Wumpus." The hybrid learning algorithm which controls the robots behavior is a combination of a modified RPNI algorithm, and a utility update algorithm. The modified RPNI algorithm is a DFA learning algorithm, to learn opponents’ strategies. An utility update algorithm is used to quickly derive a successful conclusion to the mission of the agent using information gleaned from the modified RPNI.
Published Date: May 1998
Registration: ISBN 978-1-57735-051-4
Copyright: Published by The AAAI Press, Menlo Park, California