Title :
Use of learning automata for option learning
Author :
Sato, Koichi ; Umaba, Syogo ; Lee, Haeyeon ; Abe, Kenichi
Author_Institution :
Dept. of Electr. & Commun. Eng., Tohoku Univ., Japan
Abstract :
We use learning automata as a mechanism which reconstructs option. In order to decide more adaptable option switching point (OSP), we propose a mechanism which generates the candidates for OSP, and reconstructs them. This method is applied to mountain-car problem.
Keywords :
Markov processes; automata theory; decision making; learning (artificial intelligence); learning automata; mountain-car problem; option learning; option switching point; reinforcement learning; semi Markov decision process;
Conference_Titel :
SICE 2004 Annual Conference
Conference_Location :
Sapporo
Print_ISBN :
4-907764-22-7
