DocumentCode :
188671
Title :
A Pendulum Effect of Expert Playing in Games
Author :
Kalles, Dimitris ; Kanellopoulos, Panagiotis
Author_Institution :
Sch. of Sci. & Technol., Hellenic Open Univ., Patras, Greece
fYear :
2014
fDate :
10-12 Nov. 2014
Firstpage :
810
Lastpage :
814
Abstract :
When learning how to play a strategy board game, one can measure the relative effectiveness of the learned policies by assessing how often a player wins and how easily these wins are scored. Experimental evidence also shows that when one of the competing players is trained by a sophisticated tutor, performance benefits also flow to the opponent. We present comprehensive experimental evidence that the level of tutor effectiveness is best demonstrated by the improvement of the tutored player´s opponent, this performance change is termed the pendulum effect.
Keywords :
computer games; learning (artificial intelligence); competing players; expert playing; learned policies; pendulum effect; performance benefits; performance change; sophisticated tutor; strategy board game; Computers; Educational institutions; Games; Learning (artificial intelligence); Learning systems; Robots; Training; board games; function approximation; neural networks; reinforcement learning; temporal difference learning;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Tools with Artificial Intelligence (ICTAI), 2014 IEEE 26th International Conference on
Conference_Location :
Limassol
ISSN :
1082-3409
Type :
conf
DOI :
10.1109/ICTAI.2014.125
Filename :
6984561
Link To Document :
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