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