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Review of Intrinsic Motivation in Simulation-based Game Testing

Roohi, Shaghayegh; Takatalo, Jari; Guckelsberger, Christian and Hämäläinen, Perttu. 2018. 'Review of Intrinsic Motivation in Simulation-based Game Testing'. In: Conference Human Factors in Computing Systems. Montreal, Canada 21 - 26 April, 2018. [Conference or Workshop Item]

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Abstract or Description

This paper presents a review of intrinsic motivation in player modeling, with a focus on simulation-based game testing. Modern AI agents can learn to win many games; from a game testing perspective, a remaining research problem is how to model the aspects of human player behavior not explained by purely rational and goal-driven decision making. A major piece of this puzzle is constituted by intrinsic motivations, i.e., psychological needs that drive behavior without extrinsic reinforcement such as game score. We first review the common intrinsic motivations discussed in player psychology research and artificial intelligence, and then proceed to systematically review how the various motivations have been implemented in simulated player agents. Our work reveals that although motivations such as competence and curiosity have been studied in AI, work on utilizing them in simulation-based game testing is sparse, and other motivations such as social relatedness, immersion, and domination appear particularly underexplored.

Item Type:

Conference or Workshop Item (Paper)

Identification Number (DOI):

https://doi.org/10.1145/3173574.3173921

Keywords:

Intrinsic Motivation, Simulation-based Game Testing, Computing

Related URLs:

Departments, Centres and Research Units:

Computing

Dates:

DateEvent
21 April 2018Published
11 December 2017Accepted

Event Location:

Montreal, Canada

Date range:

21 - 26 April, 2018

Item ID:

23417

Date Deposited:

14 Jun 2018 08:05

Last Modified:

13 Jul 2018 16:40

URI:

http://research.gold.ac.uk/id/eprint/23417

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