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Planning for Non-Player Characters by Learning from Demonstration
University of Pennsylvania ScholarlyCommons Publicly Accessible Penn Dissertations 2018 Planning For Non-Player Characters By Learning From Demonstration John Drake University of Pennsylvania, [email protected] Follow this and additional works at: https://repository.upenn.edu/edissertations Part of the Computer Sciences Commons Recommended Citation Drake, John, "Planning For Non-Player Characters By Learning From Demonstration" (2018). Publicly Accessible Penn Dissertations. 2756. https://repository.upenn.edu/edissertations/2756 This paper is posted at ScholarlyCommons. https://repository.upenn.edu/edissertations/2756 For more information, please contact [email protected]. Planning For Non-Player Characters By Learning From Demonstration Abstract In video games, state of the art non-player character (NPC) behavior generation typically depends on hard-coding NPC actions. In many game situations however, it is hard to foresee how an NPC should behave to appear intelligent or to accommodate human preferences for NPC behavior. We advocate the creation of a more flexible method ot allow players (and developers) to train NPCs to execute novel behaviors which are not hard-coded. In particular, we investigate search-based planning approaches using demonstration to guide the search through high-dimensional spaces that represent the full state of the game. To this end, we developed the Training Graph heuristic, an extension of the Experience Graph heuristic, that guides a search smoothly and effectively even when a demonstration is unreachable in the search space, and ensures that more of the demonstrations are utilized to better train the NPC's behavior. To deal with variance in the initial conditions of such planning problems, we have developed heuristics in the Multi-Heuristic A* framework to adapt demonstration trace data to new problems. -
An Empirical Study of Game Reviews on the Steam Platform
Empir Software Eng (2019) 24:170–207 https://doi.org/10.1007/s10664-018-9627-4 An empirical study of game reviews on the Steam platform Dayi Lin1 · Cor-Paul Bezemer1 · Ying Zou2 · AhmedE.Hassan1 Published online: 15 June 2018 © Springer Science+Business Media, LLC, part of Springer Nature 2018 Abstract The steadily increasing popularity of computer games has led to the rise of a multi-billion dollar industry. Due to the scale of the computer game industry, developing a successful game is challenging. In addition, prior studies show that gamers are extremely hard to please, making the quality of games an important issue. Most online game stores allow users to review a game that they bought. Such reviews can make or break a game, as other potential buyers often base their purchasing decisions on the reviews of a game. Hence, studying game reviews can help game developers better understand user concerns, and further improve the user-perceived quality of games. In this paper, we perform an empir- ical study of the reviews of 6224 games on the Steam platform, one of the most popular digital game delivery platforms, to better understand if game reviews share similar char- acteristics with mobile app reviews, and thereby understand whether the conclusions and tools from mobile app review studies can be leveraged by game developers. In addition, new insights from game reviews could possibly open up new research directions for research of mobile app reviews. We first conduct a preliminary study to understand the number of game reviews and the complexity to read through them. -
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Sparking a Steam Revolution: Examining the Evolution and Impact of Digital Distribution in Gaming
Sparking a Steam Revolution: Examining the Evolution and Impact of Digital Distribution in Gaming by Robert C. Hoile At this moment there’s a Renaissance taking place in games, in the breadth of genres and the range of emotional territory they cover. I’d hate to see this wither on the vine because the cultural conversation never caught up to what was going on. We need to be able to talk about art games and ‘indie’ games the ways we do about art and indie film. (Isbister xvii) The thought of a videogame Renaissance, as suggested by Katherine Isbister, is both appealing and reasonable, yet she uses the term Renaissance rather casually in her introduction to How Games Move Us (2016). She is right to assert that there is diversity in the genres being covered and invented and to point out the effectiveness of games to reach substantive emotional levels in players. As a revival of something in the past, a Renaissance signifies change based on revision, revitalization, and rediscovery. For this term to apply to games then, there would need to be a radical change based not necessarily on rediscovery of, but inspired/incited by something perceived to be from a better time. In this regard the videogame industry shows signs of being in a Renaissance. Videogame developers have been attempting to innovate and push the industry forward for years, yet people still widely regard classics, like Nintendo’s Legend of Zelda: Ocarina of Time (1998), as the best games of all time. As with the infatuation with sequels in contemporary Hollywood cinema, game companies are often perceived as producing content only for the money while neglecting quality. -
An Empirical Study of Game Reviews on the Steam Platform
See discussions, stats, and author profiles for this publication at: https://www.researchgate.net/publication/324923032 An Empirical Study of Game Reviews on the Steam Platform Article in Empirical Software Engineering · May 2018 DOI: 10.1007/s10664-018-9627-4 CITATIONS READS 0 10,512 4 authors: Dayi Lin Cor-Paul Bezemer Queen's University Queen's University 5 PUBLICATIONS 10 CITATIONS 37 PUBLICATIONS 369 CITATIONS SEE PROFILE SEE PROFILE Ying Zou Ahmed E. Hassan Queen's University Queen's University 139 PUBLICATIONS 1,628 CITATIONS 313 PUBLICATIONS 6,870 CITATIONS SEE PROFILE SEE PROFILE Some of the authors of this publication are also working on these related projects: Open source systems View project Multi-tenancy View project All content following this page was uploaded by Dayi Lin on 03 May 2018. The user has requested enhancement of the downloaded file. Noname manuscript No. (will be inserted by the editor) An Empirical Study of Game Reviews on the Steam Platform Dayi Lin · Cor-Paul Bezemer · Ying Zou · Ahmed E. Hassan Received: date / Accepted: date The steadily increasing popularity of computer games has led to the rise of a multi-billion dollar industry. Due to the scale of the computer game industry, devel- oping a successful game is challenging. In addition, prior studies show that gamers are extremely hard to please, making the quality of games an important issue. Most online game stores allow users to review a game that they bought. Such reviews can make or break a game, as other potential buyers often base their purchasing decisions on the reviews of a game. -
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Introdução a Jogos Digitais Yuri Karan Benevides Tomas Local: Sala 3 - Bloco A
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The Shape of Games to Come: Critical Digital Storytelling in the Era of Communicative Capitalism
The Shape of Games to Come: Critical Digital Storytelling in the Era of Communicative Capitalism by Sarah E. Thorne A thesis submitted to the Faculty of Graduate and Postdoctoral Affairs in partial fulfillment of the requirements for the degree of Doctor of Philosophy in Cultural Mediations Carleton University Ottawa, Ontario © 2018, Sarah E. Thorne Abstract The past decade has seen an increase in the availability of user-friendly game development software, the result of which has been the emergence of a genre of reflexive and experimental games. Pippin Barr, La Molleindustria’s Paolo Pedercini, and Davey Wreden are exemplary in their thoughtful engagement with an ever-expanding list of subjects, including analyses and critiques of game development, popular culture, and capitalism. These works demonstrate the power of games as a site for critical media theory. This potential, however, is hindered by the player-centric trends in the game industry that limit the creative freedom of developers whose work is their livelihood. In the era of communicative capitalism, Jodi Dean argues that the commodification of communication has suspended narrative in favour of the circulation of fragmented and digestible opinions, which not only facilitates the distribution and consumption of communication, but also safeguards communicative capitalism against critique. Ultimately, the very same impulse that drives communicative capitalism is responsible for the player-centric trends that some developers view as an obstacle to their art. Critical game studies has traditionally fallen into two categories: those that emphasize the player as the locus of critique, such as McKenzie Wark’s trifler or Mary Flanagan’s critical play, and those that emphasize design, as in Alexander Galloway’s countergaming, Ian Bogost’s procedural rhetoric, and Gonzalo Frasca’s theory of simulation. -
Cloud Gaming: a Qoe Study of Fast-Paced Single-Player and Multiplayer Games Molnspelande: En Qoe Studie Med Fokus På Snabba Single- Player Och Multiplayer Spel
Linköping University | Department of Computer and Information Science Bachelor’s thesis, 16 ECTS | Computer Science 2020 | LIU-IDA/LITH-EX-G--20/062--SE Cloud Gaming: A QoE Study of Fast-paced Single-player and Multiplayer Games Molnspelande: En QoE Studie med Fokus på Snabba Single- player och Multiplayer Spel Sebastian Flinck Lindström Markus Wetterberg Supervisor : Niklas Carlsson Examiner : Marcus Bendtsen Linköpings universitet SE–581 83 Linköping +46 13 28 10 00 , www.liu.se Upphovsrätt Detta dokument hålls tillgängligt på Internet - eller dess framtida ersättare - under 25 år från publicer- ingsdatum under förutsättning att inga extraordinära omständigheter uppstår. Tillgång till dokumentet innebär tillstånd för var och en att läsa, ladda ner, skriva ut enstaka ko- pior för enskilt bruk och att använda det oförändrat för ickekommersiell forskning och för undervis- ning. Överföring av upphovsrätten vid en senare tidpunkt kan inte upphäva detta tillstånd. All annan användning av dokumentet kräver upphovsmannens medgivande. För att garantera äktheten, säker- heten och tillgängligheten finns lösningar av teknisk och administrativ art. Upphovsmannens ideella rätt innefattar rätt att bli nämnd som upphovsman i den omfattning som god sed kräver vid användning av dokumentet på ovan beskrivna sätt samt skydd mot att dokumentet ändras eller presenteras i sådan form eller i sådant sammanhang som är kränkande för upphovsman- nens litterära eller konstnärliga anseende eller egenart. För ytterligare information om Linköping University Electronic Press se förlagets hemsida http://www.ep.liu.se/. Copyright The publishers will keep this document online on the Internet - or its possible replacement - for a period of 25 years starting from the date of publication barring exceptional circumstances. -
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Under the Hood: an (Auto) Ethnographic Study of How White Adolescent Males Critically Engage with Race in Grand Theft Auto V
UNDER THE HOOD: AN (AUTO) ETHNOGRAPHIC STUDY OF HOW WHITE ADOLESCENT MALES CRITICALLY ENGAGE WITH RACE IN GRAND THEFT AUTO V PAUL DARVASI A DISSERTATION SUBMITTED TO THE FACULTY OF GRADUATE STUDIES IN PARTIAL FULFILMENT OF THE REQUIREMENTS FOR THE DEGREE OF DOCTOR OF PHILOSOPHY GRADUATE PROGRAM IN EDUCTION YORK UNIVERSITY TORONTO, ONTARIO DECEMBER 2019 © Paul Darvasi 2019 ii ABSTRACT Grand Theft Auto V (GTA V) is emblematic of the public controversies that asso- ciate video games with violence, misogyny, and damaging depictions of race and gender. However, it is also a layered referential and self-reflexive text that roundly critiques US culture, including the pernicious complicity of media on issues of identity. GTA V is the third best selling video game in history, and primarily targets white adolescent males, but its effects on the attitudes and behaviors of its chief consumers are virtually unstudied. Furthermore, the tendency for schools to keep controversial games at a distance may neg- lect a need to better equip adolescent boys with the tools to critically consume the com- plex media in which they are immersed. This doctoral dissertation employs a postcolonial lens and documents a month-long qualitative study where a high school class of ten white adolescent boys played GTA V while in a formal instructional context that encouraged them to critically reflect on their gameplay. Although they viewed the game through the lenses of gender, masculinities, violence, and hegemony, my research specifically reports on how they engaged with representations of race and racialized places in the elaborate urban simulation. The participants were positioned as co-researchers and trained in basic ethnographic methods, and the fieldnotes and filmed videos of their play were synthesized in autoethnographic accounts of their experiences. -
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