Left Them 4 Dead: Perception of Humans versus Non-Player Character Teammates in Cooperative Gameplay

Why do we care if our teammates are not human? This study seeks to uncover whether or not the perception of other players as human or artificial entities can influence player experience. We use both deception and a between-participants blind study design to reduce bias in our experiment. Our qualitative results show that people do care about the perceived nature of other players, even though they are not always able to correctly identify them as human or as non-player character teammates. Interview data suggest believing that one is playing with other humans can positively affect a player's subjective experience. Furthermore, our qualitative results indicate that players view their non-player character teammates as humanized entities, but adopt a neo-feudalistic (i.e., an unequal rights) view of them. Based on our results, we establish game design guide- lines for non-player character teammates leading to stronger, emotional human-computer relationships in video games.

[1]  Marc Esteva,et al.  Teaching Autonomous Agents to Move in a Believable Manner within Virtual Institutions , 2008, IFIP AI.

[2]  Peta Wyeth,et al.  Flow during Individual and Co-operative Gameplay , 2015, CHI PLAY.

[3]  Gustavo Fortes Tondello,et al.  Understanding Player Attitudes Towards Digital Game Objects , 2015, CHI PLAY.

[4]  Janne Paavilainen,et al.  The many faces of sociability and social play in games , 2009, MindTrek '09.

[5]  D. Rennie Grounded Theory Methodology , 1998 .

[6]  Daniel Livingstone,et al.  Turing's test and believable AI in games , 2006, Comput. Entertain..

[7]  Bill Kapralos,et al.  EEG-based assessment of video and in-game learning , 2013, CHI Extended Abstracts.

[8]  K. R. Priya Grounded Theory Methodology , 2013 .

[9]  Klaus Opwis,et al.  Negative Emotion, Positive Experience?: Emotionally Moving Moments in Digital Games , 2016, CHI.

[10]  Lennart E. Nacke,et al.  Validating Test Chambers to Study Cooperative Communication Mechanics in Portal 2 , 2015, CHI PLAY.

[11]  Rina R. Wehbe Evaluating social and cognitive effects of video games using electroencephalography. , 2014 .

[12]  E. E. Slosson,et al.  SCIENCE IN FICTION. , 1922, Science.

[13]  Luis E. Bruni,et al.  The role of secondary emotions in action selection and its effects on the believability of a character , 2008 .

[14]  Stefan J. Johansson,et al.  A study on human like characteristics in real time strategy games , 2010, Proceedings of the 2010 IEEE Conference on Computational Intelligence and Games.

[15]  Staffan Björk,et al.  Should I stay or should I go Boundary maintaining mechanisms in Left 4 Dead 2 , 2012 .

[16]  Yvonne de Kort,et al.  People, places, and play: player experience in a socio-spatial context , 2008, CIE.

[17]  Katherine Isbister Better game characters by design : a psychological approach , 2006 .

[18]  David M. Bourg,et al.  AI for Game Developers , 2004 .

[19]  Magnus Johansson,et al.  Analyzing the believability of game character behavior using the Game Agent Matrix , 2013, DiGRA Conference.

[20]  Bartholomäus Wissmath,et al.  Playing online games against computer- vs. human-controlled opponents: Effects on presence, flow, and enjoyment , 2008, Comput. Hum. Behav..

[21]  Lennart E. Nacke,et al.  Engaged by boos and cheers: the effect of co-located game audiences on social player experience , 2014, CHI PLAY.

[22]  Regan L. Mandryk,et al.  Using psychophysiological techniques to measure user experience with entertainment technologies , 2006, Behav. Inf. Technol..

[23]  Marc J. V. Ponsen,et al.  Improving Adaptive Game Ai with Evolutionary Learning , 2004 .

[24]  Mat Buckland,et al.  Programming Game AI by Example , 2004 .

[25]  Maxim Mozgovoy,et al.  Building a believable and effective agent for a 3D boxing simulation game , 2010, 2010 3rd International Conference on Computer Science and Information Technology.

[26]  Georgios N. Yannakakis Game AI revisited , 2012, CF '12.

[27]  Maxim Mozgovoy,et al.  Behavior Capture : Building Believable and Effective AI Agents for Video Games , 2011 .

[28]  I. Sprinkhuizen-Kuyper,et al.  DIFFICULTY SCALING OF GAME AI , 2004 .

[29]  Martin R. Gibbs,et al.  Towards understanding how to design for social play in exertion games , 2009, Personal and Ubiquitous Computing.

[30]  Carl Gutwin,et al.  How players value their characters in world of warcraft , 2014, CSCW.

[31]  Robert Rosenthal,et al.  The Pygmalion Effect Lives. , 1973 .

[32]  Araceli Sanchis,et al.  Towards conscious-like behavior in computer game characters , 2009, 2009 IEEE Symposium on Computational Intelligence and Games.

[33]  Carl Gutwin,et al.  How Disclosing Skill Assistance Affects Play Experience in a Multiplayer First-Person Shooter Game , 2016, CHI.

[34]  Amy Voida,et al.  Wii all play: the console game as a computational meeting place , 2009, CHI.

[35]  Clifford Nass,et al.  Helper agent: designing an assistant for human-human interaction in a virtual meeting space , 2000, CHI.

[36]  Nicola Beume,et al.  Towards Intelligent Team Composition and Maneuvering in Real-Time Strategy Games , 2010, IEEE Transactions on Computational Intelligence and AI in Games.

[37]  Steffen Priesterjahn Imitation-based evolution of artificial game players , 2007, SEVO.

[38]  Lennart E. Nacke,et al.  Investigating the Impact of Cooperative Communication Mechanics on Player Performance in Portal 2 , 2016, Graphics Interface.

[39]  RavajaNiklas,et al.  Spatial Presence and Emotions during Video Game Playing: Does It Matter with Whom You Play? , 2006 .

[40]  Björn Strååt,et al.  Anti-heuristics for maintaining immersion through believable non-player characters , 2013, FDG.

[41]  Simeon J. Simoff,et al.  Enhancing the Believability of Embodied Conversational Agents through Environment-, Self- and Interaction-Awareness , 2011, ACSC.

[42]  Eric O. Postma,et al.  On-line Adaptation of Game Opponent AI with Dynamic Scripting , 2004, Int. J. Intell. Games Simul..

[43]  Gustavo Fortes Tondello,et al.  "The Collecting Itself Feels Good": Towards Collection Interfaces for Digital Game Objects , 2016, CHI PLAY.

[44]  N. Yee,et al.  From Tree House to Barracks , 2006, Games Cult..

[45]  Wentong Cai,et al.  Agent‐based human behavior modeling for crowd simulation , 2008, Comput. Animat. Virtual Worlds.

[46]  S. Chess,et al.  A Conspiracy of Fishes, or, How We Learned to Stop Worrying About #GamerGate and Embrace Hegemonic Masculinity , 2015 .

[47]  Peta Wyeth,et al.  Cooperative Game Play with Avatars and Agents: Differences in Brain Activity and the Experience of Play , 2015, CHI.

[48]  Robert J. Moore,et al.  The life and death of online gaming communities: a look at guilds in world of warcraft , 2007, CHI.

[49]  Jordan B. Peterson,et al.  Bookworms versus nerds: Exposure to fiction versus non-fiction, divergent associations with social ability, and the simulation of fictional social worlds , 2006 .

[50]  Magalie Ochs,et al.  Simulation of the Dynamics of Nonplayer Characters' Emotions and Social Relations in Games , 2009, IEEE Transactions on Computational Intelligence and AI in Games.

[51]  Nicholas David Bowman,et al.  Emotion, anthropomorphism, realism, control: Validation of a merged metric for player-avatar interaction (PAX) , 2016, Comput. Hum. Behav..

[52]  A. Strauss,et al.  Grounded theory , 2017 .

[53]  David R. Ewoldsen,et al.  Die, Foul Creature! How the Supernatural Genre Affects Attitudes Toward Outgroups Through Strength of Human Identity , 2018, Commun. Res..

[54]  Keith Oatley,et al.  The Function of Fiction is the Abstraction and Simulation of Social Experience , 2008, Perspectives on psychological science : a journal of the Association for Psychological Science.

[55]  Jeremy N. Bailenson,et al.  Avatars Versus Agents: A Meta-Analysis Quantifying the Effect of Agency on Social Influence , 2015, Hum. Comput. Interact..

[56]  Lennart E. Nacke,et al.  Towards Understanding the Importance of Co-Located Gameplay , 2015, CHI PLAY.

[57]  Byron Reeves,et al.  Computer agents versus avatars: Responses to interactive game characters controlled by a computer or other player , 2010, Int. J. Hum. Comput. Stud..

[58]  Marko Turpeinen,et al.  Spatial Presence and Emotions during Video Game Playing: Does It Matter with Whom You Play? , 2006, PRESENCE: Teleoperators and Virtual Environments.

[59]  Edward Lank,et al.  Renegade gaming: practices surrounding social use of the Nintendo DS handheld gaming system , 2008, CHI.

[60]  A. M. Turing,et al.  Computing Machinery and Intelligence , 1950, The Philosophy of Artificial Intelligence.

[61]  Kevin McGee,et al.  Protecting artificial team-mates: more seems like less , 2012, CHI.

[62]  Henrik Warpefelt,et al.  The Non-Player Character: Exploring the believability of NPC presentation and behavior , 2016 .

[63]  Clifford Nass,et al.  Computers are social actors , 1994, CHI '94.

[64]  A. Strauss,et al.  Grounded Theory in Practice , 1997 .

[65]  A W De KortYvonne,et al.  People, places, and play , 2008 .

[66]  Staffan Björk,et al.  Gameplay Design Patterns for Believable Non-Player Characters , 2007, DiGRA Conference.