Context-Awareness and Anticipation in a Tennis Video Game AI System

This paper is dedicated to the problem of using case-based reasoning AI in a commercial mobile game of lawn tennis. We discuss the unavoidable manual game analysis stage, aimed to represent user intentions accurately and supply them to the machine learning procedure. We show how the right combinatio...

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Bibliographic Details
Main Author: Mozgovoy, Maxim
Format: Conference Proceeding
Language:English
Subjects:
case-based reasoning
Cognition
Decision making
game AI
Games
Land mobile radio
Machine learning
mobile tennis
Sports
Online Access:Request full text
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Summary:This paper is dedicated to the problem of using case-based reasoning AI in a commercial mobile game of lawn tennis. We discuss the unavoidable manual game analysis stage, aimed to represent user intentions accurately and supply them to the machine learning procedure. We show how the right combination of machine learning and manual effort helps to construct a solid game AI system, able to play in human-like manner. Our experience shows that the key factor of the successful decision making and reasonable resource consumption in mobile tennis is careful representation of context-aware behavior and anticipation of opponents' actions, exhibited by real players.
ISSN:2577-1655
DOI:10.1109/SMC.2018.00127