DocumentCode :
3600571
Title :
A Panorama of Artificial and Computational Intelligence in Games
Author :
Yannakakis, Georgios N. ; Togelius, Julian
Author_Institution :
Inst. of Digital Games, Univ. of Malta, Msida, Malta
Volume :
7
Issue :
4
fYear :
2015
Firstpage :
317
Lastpage :
335
Abstract :
This paper attempts to give a high-level overview of the field of artificial and computational intelligence (AI/CI) in games, with particular reference to how the different core research areas within this field inform and interact with each other, both actually and potentially. We identify ten main research areas within this field: NPC behavior learning, search and planning, player modeling, games as AI benchmarks, procedural content generation, computational narrative, believable agents, AI-assisted game design, general game artificial intelligence and AI in commercial games. We view and analyze the areas from three key perspectives: 1) the dominant AI method(s) used under each area; 2) the relation of each area with respect to the end (human) user; and 3) the placement of each area within a human-computer (player-game) interaction perspective. In addition, for each of these areas we consider how it could inform or interact with each of the other areas; in those cases where we find that meaningful interaction either exists or is possible, we describe the character of that interaction and provide references to published studies, if any. We believe that this paper improves understanding of the current nature of the game AI/CI research field and the interdependences between its core areas by providing a unifying overview. We also believe that the discussion of potential interactions between research areas provides a pointer to many interesting future research projects and unexplored subfields.
Keywords :
artificial intelligence; computer games; human computer interaction; AI benchmarks; AI-assisted game design; NPC behavior learning; artificial intelligence; commercial games; computational intelligence; computational narrative believable agents; human-computer interaction; player modeling; player-game interaction; procedural content generation; search and planning; Artificial intelligence; Computational modeling; Evolutionary computation; Games; Planning; Seminars; Artificial intelligence; computational intelligence; games;
fLanguage :
English
Journal_Title :
Computational Intelligence and AI in Games, IEEE Transactions on
Publisher :
ieee
ISSN :
1943-068X
Type :
jour
DOI :
10.1109/TCIAIG.2014.2339221
Filename :
6855367
Link To Document :
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