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Erschienen in: Journal on Multimodal User Interfaces 1/2015

01.03.2015 | Original Paper

An analysis of player affect transitions in survival horror games

verfasst von: Vanus Vachiratamporn, Roberto Legaspi, Koichi Moriyama, Ken-ichi Fukui, Masayuki Numao

Erschienen in: Journal on Multimodal User Interfaces | Ausgabe 1/2015

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Abstract

The trend of multimodal interaction in interactive gaming has grown significantly as demonstrated for example by the wide acceptance of the Wii Remote and the Kinect as tools not just for commercial games but for game research as well. Furthermore, using the player’s affective state as an additional input for game manipulation has opened the realm of affective gaming. In this paper, we analyzed the affective states of players prior to and after witnessing a scary event in a survival horror game. Player affect data were collected through our own affect annotation tool that allows the player to report his affect labels while watching his recorded gameplay and facial expressions. The affect data were then used for training prediction models with the player’s brainwave and heart rate signals, as well as keyboard–mouse activities collected during gameplay. Our results show that (i) players are likely to get more fearful of a scary event when they are in the suspense state and that (ii) heart rate is a good candidate for detecting player affect. Using our results, game designers can maximize the fear level of the player by slowly building tension until the suspense state and showing a scary event after that. We believe that this approach can be applied to the analyses of different sets of emotions in other games as well.

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Fußnoten
2
While there are available labeling tools specific for the purpose, e.g., FEELTrace [30], we did not use such tools because they commonly play only one video at a time which requires an additional step of combining the videos before the annotation process.
 
7
In fact, the music is related to the chasing speed which is difficult for participants to observe as the Slender Man stops moving when participants look at it directly.
 
Literatur
1.
Zurück zum Zitat Dekker A, Champion E (2007) Please biofeed the zombies: enhancing the gameplay and display of a horror game using biofeedback. In: Proceedings of digital games research association (DiGRA) 2007 conference, pp 550–558 Dekker A, Champion E (2007) Please biofeed the zombies: enhancing the gameplay and display of a horror game using biofeedback. In: Proceedings of digital games research association (DiGRA) 2007 conference, pp 550–558
2.
Zurück zum Zitat D’Mello S, Taylor R, Graesser A (2007) Monitoring affective trajectories during complex learning. In: Proceedings of the 29th annual conference of cognitive science society, pp 203–208 D’Mello S, Taylor R, Graesser A (2007) Monitoring affective trajectories during complex learning. In: Proceedings of the 29th annual conference of cognitive science society, pp 203–208
3.
Zurück zum Zitat Drachen A, Nacke LE, Yannakakis G, Pedersen AL (2010) Correlation between heart rate, electrodermal activity and player experience in first-person shooter games. In: Proceedings of the 5th ACM SIGGRAPH symposium on video games, pp 49–54. doi:10.1145/1836135.1836143 Drachen A, Nacke LE, Yannakakis G, Pedersen AL (2010) Correlation between heart rate, electrodermal activity and player experience in first-person shooter games. In: Proceedings of the 5th ACM SIGGRAPH symposium on video games, pp 49–54. doi:10.​1145/​1836135.​1836143
5.
Zurück zum Zitat Garner T, Grimshaw M (2011) A climate of fear: considerations for designing a virtual acoustic ecology of fear. In: Proceedings of the 6th audio mostly—a conference on interaction with sound, pp 31–38. doi:10.1145/2095667.2095672 Garner T, Grimshaw M (2011) A climate of fear: considerations for designing a virtual acoustic ecology of fear. In: Proceedings of the 6th audio mostly—a conference on interaction with sound, pp 31–38. doi:10.​1145/​2095667.​2095672
6.
Zurück zum Zitat Garner T, Grimshaw M, Abdel Nabi D (2010) A preliminary experiment to assess the fear value of preselected sound parameters in a survival horror game. In: Proceedings of the 5th audio mostly—a conference on interaction with sound. doi:10.1145/1859799.1859809 Garner T, Grimshaw M, Abdel Nabi D (2010) A preliminary experiment to assess the fear value of preselected sound parameters in a survival horror game. In: Proceedings of the 5th audio mostly—a conference on interaction with sound. doi:10.​1145/​1859799.​1859809
7.
Zurück zum Zitat Giakoumis D, Tzovaras D, Moustakas K, Hassapis G (2011) Automatic recognition of boredom in video games using novel biosignal moment-based features. IEEE Trans Affect Comput 2(3):119–133. doi:10.1109/T-AFFC.2011.4 CrossRef Giakoumis D, Tzovaras D, Moustakas K, Hassapis G (2011) Automatic recognition of boredom in video games using novel biosignal moment-based features. IEEE Trans Affect Comput 2(3):119–133. doi:10.​1109/​T-AFFC.​2011.​4 CrossRef
8.
Zurück zum Zitat Gilleade KM, Dix A, Allanson J (2005) Affective videogames and modes of affective gaming: assist me, challenge me, emote me. In: Proceedings of digital games research association (DiGRA) 2005 conference, pp 547–554 Gilleade KM, Dix A, Allanson J (2005) Affective videogames and modes of affective gaming: assist me, challenge me, emote me. In: Proceedings of digital games research association (DiGRA) 2005 conference, pp 547–554
11.
Zurück zum Zitat Hudlicka E (2009) Affective game engines: motivation and requirements. In: Proceedings of the 4th international conference on foundations of digital games, pp 299–306. doi:10.1145/1536513.1536565 Hudlicka E (2009) Affective game engines: motivation and requirements. In: Proceedings of the 4th international conference on foundations of digital games, pp 299–306. doi:10.​1145/​1536513.​1536565
13.
14.
Zurück zum Zitat Krzywinska T (2002) Hands-on horror. Screenplay: cinema/videogames/interfaces. Wallflower Press, London, pp 206–223 Krzywinska T (2002) Hands-on horror. Screenplay: cinema/videogames/interfaces. Wallflower Press, London, pp 206–223
15.
Zurück zum Zitat Landwehr N, Hall M, Frank E (2005) Logistic model trees. Mach Learn 59(1–2):161–205CrossRefMATH Landwehr N, Hall M, Frank E (2005) Logistic model trees. Mach Learn 59(1–2):161–205CrossRefMATH
16.
Zurück zum Zitat Lane JS (2012) The effect of performance experience on vocal music major’s perception of musical tension. J Res Music Perform. ISSN: 2326–1722 Lane JS (2012) The effect of performance experience on vocal music major’s perception of musical tension. J Res Music Perform. ISSN: 2326–1722
17.
19.
Zurück zum Zitat Martinez HP, Garbarino M, Yannakakis GN (2011) Generic physiological features as predictors of player experience. In: Proceedings of the 4th international conference on affective computing and intelligent interaction, part I, pp 267–276 Martinez HP, Garbarino M, Yannakakis GN (2011) Generic physiological features as predictors of player experience. In: Proceedings of the 4th international conference on affective computing and intelligent interaction, part I, pp 267–276
20.
Zurück zum Zitat Metallinou A, Narayanan S (2013) Annotation and processing of continuous emotional attributes: challenges and opportunities. In: Proceedings of the 10th IEEE international conference and workshops on automatic face and gesture recognition. doi:10.1109/FG.2013.6553804 Metallinou A, Narayanan S (2013) Annotation and processing of continuous emotional attributes: challenges and opportunities. In: Proceedings of the 10th IEEE international conference and workshops on automatic face and gesture recognition. doi:10.​1109/​FG.​2013.​6553804
21.
Zurück zum Zitat Nacke L, Lindley CA (2008) Flow and immersion in first-person shooters: measuring the player’s gameplay experience. In: Proceedings of the 2008 conference on future play, pp 81–88. doi:10.1145/1496984.1496998 Nacke L, Lindley CA (2008) Flow and immersion in first-person shooters: measuring the player’s gameplay experience. In: Proceedings of the 2008 conference on future play, pp 81–88. doi:10.​1145/​1496984.​1496998
22.
Zurück zum Zitat Nacke LE, Kalyn M, Lough C, Mandryk RL (2011), Biofeedback game design: using direct and indirect physiological control to enhance game interaction. In: Proceedings of the SIGCHI conference on human factors in computing systems, pp 103–112. doi:10.1145/1978942.1978958 Nacke LE, Kalyn M, Lough C, Mandryk RL (2011), Biofeedback game design: using direct and indirect physiological control to enhance game interaction. In: Proceedings of the SIGCHI conference on human factors in computing systems, pp 103–112. doi:10.​1145/​1978942.​1978958
23.
Zurück zum Zitat Öhman A (2007) Anxiety. Encyclopedia of stress, 2nd edn. Academic Press, New York, pp 236–239CrossRef Öhman A (2007) Anxiety. Encyclopedia of stress, 2nd edn. Academic Press, New York, pp 236–239CrossRef
26.
Zurück zum Zitat Perron B (2004) Sign of a threat: the effects of warning systems in survival horror games. In: Proceedings of the 4th international conference on computational semiotics, Split Perron B (2004) Sign of a threat: the effects of warning systems in survival horror games. In: Proceedings of the 4th international conference on computational semiotics, Split
28.
Zurück zum Zitat Quinlan JR (1993) C4.5: programs for machine learning. Morgan Kaufmann, San Francisco Quinlan JR (1993) C4.5: programs for machine learning. Morgan Kaufmann, San Francisco
29.
Zurück zum Zitat Roux-Girard G (2011) Listening to fear: a study of sound in horror computer games. In: Grimshaw M (ed) Game sound technology and player interaction. IGI Global, Hershey, pp 192–212 Roux-Girard G (2011) Listening to fear: a study of sound in horror computer games. In: Grimshaw M (ed) Game sound technology and player interaction. IGI Global, Hershey, pp 192–212
30.
Zurück zum Zitat Schröder M, Cowie R, Douglas-Cowie E, Savvidou S, McMahon E, Sawey M (2000) ’FEELTRACE’: an instrument for recording perceived emotion in real time. Proceedings of the ISCA workshop on speech and emotion. Textflow, Belfast, pp 19–24 Schröder M, Cowie R, Douglas-Cowie E, Savvidou S, McMahon E, Sawey M (2000) ’FEELTRACE’: an instrument for recording perceived emotion in real time. Proceedings of the ISCA workshop on speech and emotion. Textflow, Belfast, pp 19–24
32.
Zurück zum Zitat Task Force of the European Society of Cardiology the North American Society of Pacing Electrophysiology (1996) Heart rate variability: standards of measurement, physiological interpretation, and clinical use. Circulation 93(5):1043–1065. doi:10.1161/01.CIR.93.5.1043 Task Force of the European Society of Cardiology the North American Society of Pacing Electrophysiology (1996) Heart rate variability: standards of measurement, physiological interpretation, and clinical use. Circulation 93(5):1043–1065. doi:10.​1161/​01.​CIR.​93.​5.​1043
33.
Zurück zum Zitat Toprac P, Abdel-Meguid A (2011) Causing fear, suspense, and anxiety using sound design in computer games. In: Grimshaw M (ed) Game sound technology and player interaction. IGI Global, Hershey, pp 176–191CrossRef Toprac P, Abdel-Meguid A (2011) Causing fear, suspense, and anxiety using sound design in computer games. In: Grimshaw M (ed) Game sound technology and player interaction. IGI Global, Hershey, pp 176–191CrossRef
34.
Zurück zum Zitat Truong KP, Neerincx MA, van Leeuwen DA (2008) Assessing agreement of observer- and self-annotations in spontaneous multimodal emotion data. In: Proceedings of the 9th Annual Conference of the International Speech Communication Association, pp 318–321. Truong KP, Neerincx MA, van Leeuwen DA (2008) Assessing agreement of observer- and self-annotations in spontaneous multimodal emotion data. In: Proceedings of the 9th Annual Conference of the International Speech Communication Association, pp 318–321.
35.
Zurück zum Zitat Tsui WH, Lee P, Hsiao TC (2013) The effect of emotion on keystroke: an experimental study using facial feedback hypothesis. In: Proceedings of the 35th annual international conference of the IEEE engineering in medicine and biology society, pp 2870–2873. doi:10.1109/EMBC.2013.6610139 Tsui WH, Lee P, Hsiao TC (2013) The effect of emotion on keystroke: an experimental study using facial feedback hypothesis. In: Proceedings of the 35th annual international conference of the IEEE engineering in medicine and biology society, pp 2870–2873. doi:10.​1109/​EMBC.​2013.​6610139
38.
Zurück zum Zitat Witten IH, Frank E, Hall MA (2011) Data mining: practical machine learning tools and techniques, 3rd edn. Morgan Kaufmann, Amsterdam Witten IH, Frank E, Hall MA (2011) Data mining: practical machine learning tools and techniques, 3rd edn. Morgan Kaufmann, Amsterdam
Metadaten
Titel
An analysis of player affect transitions in survival horror games
verfasst von
Vanus Vachiratamporn
Roberto Legaspi
Koichi Moriyama
Ken-ichi Fukui
Masayuki Numao
Publikationsdatum
01.03.2015
Verlag
Springer Berlin Heidelberg
Erschienen in
Journal on Multimodal User Interfaces / Ausgabe 1/2015
Print ISSN: 1783-7677
Elektronische ISSN: 1783-8738
DOI
https://doi.org/10.1007/s12193-014-0153-4

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