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The Computer Games Journal

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01-06-2015

Cognitive Load in Real-Time Strategy Gaming: Human Opponent Versus AI Opponent

Authors: Yang Chen, Jian Ou, David M. Whittinghill

Published in: The Computer Games Journal | Issue 1-2/2015

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Abstract

This paper examines the cognitive load in real-time strategy gaming subjects along with physiological and subjective measurements. The subjects were college students from a northeastern university in China. This paper is a study into players’ cognitive load measurement when playing against human opponents and game artificial intelligences (game AIs). Using eye trackers, action per minute recorders and questionnaires, we collected qualitative data from participants about their cognitive load through playing against human opponents and game AI opponents. The results indicate that players have more cognitive load when playing against human opponents than against game AI opponents. Secondly, as the players’ gaming skill increased, their cognitive load did not differ substantially when they switched from playing against human players to playing against game AI opponents. A deeper understanding of players’ cognitive load can enable a developer to design a more appropriate game experience.

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Alexander, J. T., Sear, J., & Oikonomou, A. (2013). An investigation of the effects of game difficulty on player enjoyment. Entertainment Computing, 4(1), 53–62.CrossRef

Anderson, C. A., Gentile, D. A., & Buckley, K. E. (2007). Violent video game effects on children and adolescents: Theory, research, and public policy. Oxford: Oxford University Press.CrossRef

Anderson, E. W., Potter, K. C., Matzen, L. E., Shepherd, J. F., Preston, G. A., & Silva, C. T. (2011). A user study of visualization effectiveness using EEG and cognitive load. Computer Graphics Forum, 30(3), 791–800.CrossRef

Ang, C. S., Zaphiris, P., & Mahmood, S. (2007). A model of cognitive loads in massively multiplayer online role playing games. Interacting with Computers, 19(2), 167–179.CrossRef

Aponte, M. V., Levieux, G., & Natkin, S. (2011). Measuring the level of difficulty in single player video games. Entertainment Computing, 2(4), 205–213.CrossRef

Bailey, B. P., & Iqbal, S. T. (2008). Understanding changes in mental workload during execution of goal-directed tasks and its application for interruption management. ACM Transactions on Computer–Human Interaction, 14(4), 21.CrossRef

Chalmers, P. A. (2003). The role of cognitive theory in human–computer interface. Computers in Human Behavior, 19(5), 593–607.CrossRef

Chang, C. C. (2013). Examining users’ intention to continue using social network games: A flow experience perspective. Telematics and Informatics, 30, 311–321.CrossRef

Chen, S., Epps, J., Ruiz, N., & Chen, F. (2011). Eye activity as a measure of human mental effort in HCI. In Proceedings of the 16th international conference on Intelligent user interfaces (pp. 315–318).

Chou, C., & Tsai, M. J. (2007). Gender differences in Taiwan high school students’ computer game playing. Computers in Human Behavior, 23, 812–824.CrossRef

Colwell, J. (2007). Needs met through computer game play among adolescents. Personality and Individual Differences, 43, 2072–2082.CrossRef

Csikszentmihalyi, M. (1975). Beyond boredom and anxiety. San Francisco: Josey-Bass.

Dong, M., & Ma, R. (1998). Application of multistage evaluation scale in subjective assessment of mental workload. Hang tian, 11(3), 202–204.

Engl, S., & Nacke, L. E. (2013). Contextual influences on mobile player experience—A game user experience model. Entertainment Computing, 4(1), 83–91.CrossRef

Feinberg, S., & Murphy, M. (2000). Applying cognitive load theory to the design of web-based instruction. In IEEE professional communication society international professional communication conference (pp. 353–360).

Frostling-Henningsson, M. (2009). First-person shooter games as a way of connecting to people: ‘Brothers in blood’. Cyberpsychology and Behaviour, 12(5), 557–562.CrossRef

Fujita, H., & Wu, I. (2012). A special issue on artificial intelligence in computer games: AICG. Knowledge-Based Systems, 34, 1–2.CrossRef

Gevins, A., Smith, M. E., Leong, H., McEvoy, L., Whitfield, S., Du, R., & Rush, G. (1998). Monitoring working memory load during computer-based tasks with EEG pattern recognition methods. Human Factors: The Journal of the Human Factors and Ergonomics Society, 40(1), 79–91.CrossRef

Hagelback, J., & Johansson, S. J. (2009). Measuring player experience on runtime dynamic difficulty scaling in an RTS game. In IEEE symposium on computational intelligence and games (pp. 46–52).

Hou, J., Nam, Y., Peng, W., & Lee, K. M. (2012). Effects of screen size, viewing angle, and players’ immersion tendencies on game experience. Computers in Human Behavior, 28(2), 617–623.CrossRef

Jansz, J., Avis, C., & Vosmeer, M. (2010). Playing The Sims2: An exploration of gender differences in players’ motivations and patterns of play. New Media & Society, 12(2), 235–251.CrossRef

Klimmt, C., Schmid, H., & Orthmann, J. (2009). Exploring the enjoyment of playing browser games. Cyberpsychology and Behaviour, 12(2), 231–234.CrossRef

Lavie, N. (2005). Distracted and confused? Selective attention under load. Trends in Cognitive Sciences, 9(2), 75–82.CrossRef

Lin, Y. L., & Lin, H. W. (2011). A study on the goal value for massively multiplayer online role-playing games players. Computers in Human Behavior, 27, 2153–2160.CrossRef

Llargues Asensio, J. M., Peralta, J., Arrabales, R., Bedia, M. G., Cortez, P., & Peña, A. L. (2014). Artificial Intelligence approaches for the generation and assessment of believable human-like behaviour in virtual characters. Expert Systems with Applications, 41, 7281–7290.CrossRef

Lucas, K., & Sherry, J. L. (2004). Sex differences in video game play: A communication-based explanation. Communication Research, 31(5), 499–523.CrossRef

Mandryk, R. L., Inkpen, K. M., & Calvert, T. W. (2006). Using psychophysiological techniques to measure user experience with entertainment technologies. Behaviour & Information Technology, 25(2), 141–158.CrossRef

McGonigal, J. (2011). Reality is broken: Why games make us better and how they can change the world. Harmondsworth: Penguin.

O’Donnell, R. D., & Eggmeier, F. T. (1986). Workload assessment methodology. In J. P. Thomas & L. Kaufman (Eds.), Handbook of perception and human performance (Vol. 2). New York: Wiley Interscience.

Paas, F., Renkl, A., & Sweller, J. (2004). Cognitive load theory: Instructional implications of the interaction between information structures and cognitive architecture. Instructional Science, 32(1), 1–8.CrossRef

Paas, F., Tuovinen, J. E., Tabbers, H., & Van Gerven, P. W. (2003). Cognitive load measurement as a means to advance cognitive load theory. Educational Psychologist, 38(1), 63–71.CrossRef

Palinko, O., Kun, A. L., Shyrokov, A., & Heeman, P. (2010). Estimating cognitive load using remote eye tracking in a driving simulator. In Proceedings of the 2010 symposium on eye-tracking research and applications (pp. 141–144).

Sax, L. (2009). Boys adrift: The five factors driving the growing epidemic of unmotivated boys and underachieving young men. New York: Basic Books.

Shi, Y., Ruiz, N., Taib R., Choi, E., & Chen, F. (2007). Galvanic skin response (GSR) as an index of cognitive load. In CHI’07 extended abstracts on human factors in computing systems (pp. 2651–2656).

Suznjevic, M., & Matijasevic, M. (2010). Why MMORPG players do what they do: Relating motivations to action categories. International Journal of Advanced Media and Communication, 4(4), 405.CrossRef

Sweetser, P., & Wyeth, P. (2005). Game flow: A model for evaluating player enjoyment in games. ACM Computers in Entertainment, 3(3), 1–24.CrossRef

Sweller, J., Van Merrienboer, J. J., & Paas, F. G. (1998). Cognitive architecture and instructional design. Educational Psychology Review, 10(3), 251–256.CrossRef

Van Gerven, P. W., Paas, F., Van Merriënboer, J. J., & Schmidt, H. G. (2004). Memory load and the cognitive pupillary response in aging. Psychophysiology, 41(2), 167–174.CrossRef

Title: Cognitive Load in Real-Time Strategy Gaming: Human Opponent Versus AI Opponent
Authors: Yang Chen
Jian Ou
David M. Whittinghill
Publication date: 01-06-2015
Publisher: Springer New York
Published in: The Computer Games Journal / Issue 1-2/2015
Electronic ISSN: 2052-773X
DOI: https://doi.org/10.1007/s40869-015-0002-z

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