BAB I PENDAHULUAN A. Latar Belakang Budaya Populer Jepang
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Rogue-Gym: a New Challenge for Generalization in Reinforcement Learning
Rogue-Gym: A New Challenge for Generalization in Reinforcement Learning Yuji Kanagawa Tomoyuki Kaneko Graduate School of Arts and Sciences Interfaculty Initiative in Information Studies The University of Tokyo The University of Tokyo Tokyo, Japan Tokyo, Japan [email protected] [email protected] Abstract—In this paper, we propose Rogue-Gym, a simple and or designated areas but need to perform safely in real world classic style roguelike game built for evaluating generalization in situations that are similar to but different from their training reinforcement learning (RL). Combined with the recent progress environments. For agents to act appropriately in unknown of deep neural networks, RL has successfully trained human- level agents without human knowledge in many games such as situations, they need to properly generalize their policies that those for Atari 2600. However, it has been pointed out that agents they learned from the training environment. Generalization is trained with RL methods often overfit the training environment, also important in transfer learning, where the goal is to transfer and they work poorly in slightly different environments. To inves- a policy learned in a training environment to another similar tigate this problem, some research environments with procedural environment, called the target environment. We can use this content generation have been proposed. Following these studies, we propose the use of roguelikes as a benchmark for evaluating method to reduce the training time in many applications of the generalization ability of RL agents. In our Rogue-Gym, RL. For example, we can imagine a situation in which we agents need to explore dungeons that are structured differently train an enemy in an action game through experience across each time they start a new game. -
First Person Shooting (FPS) Game
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 Thunder Force - First Person Shooting (FPS) Game Swati Nadkarni1, Panjab Mane2, Prathamesh Raikar3, Saurabh Sawant4, Prasad Sawant5, Nitesh Kuwalekar6 1 Head of Department, Department of Information Technology, Shah & Anchor Kutchhi Engineering College 2 Assistant Professor, Department of Information Technology, Shah & Anchor Kutchhi Engineering College 3,4,5,6 B.E. student, Department of Information Technology, Shah & Anchor Kutchhi Engineering College ----------------------------------------------------------------***----------------------------------------------------------------- Abstract— It has been found in researches that there is an have challenged hardware development, and multiplayer association between playing first-person shooter video games gaming has been integral. First-person shooters are a type of and having superior mental flexibility. It was found that three-dimensional shooter game featuring a first-person people playing such games require a significantly shorter point of view with which the player sees the action through reaction time for switching between complex tasks, mainly the eyes of the player character. They are unlike third- because when playing fps games they require to rapidly react person shooters in which the player can see (usually from to fast moving visuals by developing a more responsive mind behind) the character they are controlling. The primary set and to shift back and forth between different sub-duties. design element is combat, mainly involving firearms. First person-shooter games are also of ten categorized as being The successful design of the FPS game with correct distinct from light gun shooters, a similar genre with a first- direction, attractive graphics and models will give the best person perspective which uses light gun peripherals, in experience to play the game. -
Automatic Playtesting for Game Parameter Tuning Via Active Learning
Automatic Playtesting for Game Parameter Tuning via Active Learning Alexander Zook, Eric Fruchter and Mark O. Riedl School of Interactive Computing, College of Computing Georgia Institute of Technology Atlanta, Georgia, USA {a.zook, efruchter, riedl}@gatech.edu ABSTRACT ways that self-testing, simulations, and design analysis may Game designers use human playtesting to gather feedback not. Playtesting, however, is expensive|developers must about game design elements when iteratively improving a recruit players, devise design experiments, collect game play game. Playtesting, however, is expensive: human testers and subjective feedback data, and make design changes to must be recruited, playtest results must be aggregated and meet design goals. interpreted, and changes to game designs must be extrap- We ask the question: can we reduce the cost of the playtest- olated from these results. Can automated methods reduce ing process by automating some of the more mundane as- this expense? We show how active learning techniques can pects of playtesting? To address this problem we exam- formalize and automate a subset of playtesting goals. Specif- ine a subset of playtesting questions focused on \param- ically, we focus on the low-level parameter tuning required eter tuning." Parameter tuning involves making low-level to balance a game once the mechanics have been chosen. changes to game mechanic settings such as character move- Through a case study on a shoot-`em-up game we demon- ment parameters, power-up item effects, or control sensitiv- strate the efficacy of active learning to reduce the amount ity. Games based on careful timing and reflexes depend on of playtesting needed to choose the optimal set of game pa- well-tuned parameters, including racing, platforming, shoot- rameters for two classes of (formal) design objectives. -
Action Video-Game Training and Its Effects on Perception and Attentional Control
Action Video-Game Training and Its Effects on Perception and Attentional Control C. Shawn Green , Thomas Gorman , and Daphne Bavelier Introduction Over the past 40 years, video game play has grown from a niche activity into a pervasive and abundant part of modern life. Over half of the United States popula- tion now plays video games, with over 130 million of these individuals being con- sidered “regular” video game players (i.e., playing more than 3 h of video games per week—ESA 2015 ). And although video games were originally, and for the most part continue to be, an entertainment medium, there has nonetheless been signifi - cant scientifi c interest in the possibility that video gaming may have signifi cant effects on the human brain and human behavior . While much of this research has focused on potential negative outcomes (e.g., effects related to aggression or addic- tion—Anderson et al. 2010 ), there exists a growing body of research outlining posi- tive effects of video game play as well. This chapter will specifi cally focus on the positive impact that playing one particular type of video game, known as “action video games,” has on perceptual and attentional skills. The “ Curse of Specifi city” Before discussing the various effects associated with action video game play, it is worth considering why it is interesting in the fi rst place that something like video game play could alter core perceptual or attentional abilities. Indeed, one’s fi rst C. S. Green (*) • T. Gorman Department of Psychology , University of Wisconsin-Madison , Madison , WI , USA e-mail: [email protected]; [email protected] D. -
Examining Female Gamers' Perceptions and Attitudes of Behaviors in the Gaming Community
Running head: FEMALE GAMERS AND SEXUAL HARASSMENT 1 Examining Female Gamers’ Perceptions and Attitudes of Behaviors in the Gaming Community Michele Desirée Evanson Marietta College A Thesis Submitted to the Faculty of Marietta College Psychology Department In Partial Fulfillment of the Requirements for the Degree of Master of Arts in Psychology May 2017 FEMALE GAMERS AND SEXUAL HARASSMENT 2 FEMALE GAMERS AND SEXUAL HARASSMENT 3 Abstract In recent years video games have grown into a mainstream pastime. The internet and use of social media have made it easier for gamers to interact, and have made communications open to the public. Recent public displays of harassment have led to discussions of sexism in gaming culture. Gaming is generally considered a male dominated culture, and previous research on the impact of video games on problematic behavior predominantly focused on males. We now know female gamers are a prominent demographic (ESA, 2015; Stuart, 2014), and since they are often the target of sexual harassment it is important to examine their perspective of these behaviors. This study surveyed female gamers in order to identify their general attitudes towards and perceptions of sexual harassment. Similarly to previous research, attitudes and perceptions of sexual harassment were negatively related; greater tolerance towards sexual harassment led to identifying fewer behaviors as sexual harassment. The hypothesis that participants who predominantly played Mature rated games would lead to more tolerant attitudes of sexual harassment was not upheld. Exploratory analysis found that the role-playing and sports genres were significantly related to general sexual harassment attitudes. Interest in the sports genre was positively related to tolerant attitudes of sexual harassment. -
Casual Resistance: a Longitudinal Case Study of Video Gaming's Gendered
Running Head: CASUAL RESISTANCE Casual resistance: A longitudinal case study of video gaming’s gendered construction and related audience perceptions Amanda C. Cote This is an Accepted Manuscript of an article published by Oxford Academic in Journal of Communication on August 4, 2020, available online: https://doi.org/10.1093/joc/jqaa028 . Abstract: Many media are associated with masculinity or femininity and male or female audiences, which links them to broader power structures around gender. Media scholars thus must understand how gendered constructions develop and change, and what they mean for audiences. This article addresses these questions through longitudinal, in-depth interviews with female video gamers (2012-2018), conducted as the rise of casual video games potentially started redefining gaming’s historical masculinization. Analysis shows that participants have negotiated relationships with casualness. While many celebrate casual games’ potential for welcoming new audiences, others resist casual’s influence to safeguard their self-identification as gamers. These results highlight how a medium’s gendered construction may not be salient to consumers, who carefully navigate divides between their own and industrially-designed identities, but can simultaneously reaffirm existing power structures. Further, how participants’ views change over time emphasizes communication’s ongoing need for longitudinal audience studies that address questions of media, identity, and inclusion. Keywords: Video games, gender, game studies, feminist media studies, hegemony, casual games, in-depth interviews, longitudinal audience studies CASUAL RESISTANCE 2 Casual resistance: A longitudinal case study of video gaming’s gendered construction and related audience perceptions From comic books to soap operas, many media are gendered, associated with masculinity or femininity and with male or female audiences. -
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Application of Retrograde Analysis on Fighting Games
Application of Retrograde Analysis on Fighting Games Kristen Yu Nathan R. Sturtevant Computer Science Department Computer Science Department University of Denver University of Alberta Denver, USA Edmonton, Canada [email protected] [email protected] Abstract—With the advent of the fighting game AI competition, optimal AI. This work opens the door for deeper study of there has been recent interest in two-player fighting games. both optimal and suboptimal play, as well as options related Monte-Carlo Tree-Search approaches currently dominate the to game design, where the impact of design choices in a game competition, but it is unclear if this is the best approach for all fighting games. In this paper we study the design of two- can be studied. player fighting games and the consequences of the game design on the types of AI that should be used for playing the game, as II.R ELATED WORK well as formally define the state space that fighting games are A variety of approaches have been used for fighting game AI based on. Additionally, we also characterize how AI can solve the in both industry and academia. One approach in industry has game given a simultaneous action game model, to understand the characteristics of the solved AI and the impact it has on game game AI being built using N-grams as a prediction algorithm design. to help the AI become better at playing the game [30]. Another common technique is using decision trees to model I.I NTRODUCTION AI behavior [30]. This creates a rule set with which an agent can react to decisions that a player makes. -
A Systematic Review on the Effectiveness of Gamification Features in Exergames
Proceedings of the 50th Hawaii International Conference on System Sciences | 2017 How Effective Is “Exergamification”? A Systematic Review on the Effectiveness of Gamification Features in Exergames Amir Matallaoui Jonna Koivisto Juho Hamari Ruediger Zarnekow Technical University of School of Information School of Information Technical University of Berlin Sciences, Sciences, Berlin amirqphj@ University of Tampere University of Tampere ruediger.zarnekow@ mailbox.tu-berlin.de [email protected] [email protected] ikm.tu-berlin.de One of the most prominent fields where Abstract gamification and other gameful approaches have been Physical activity is very important to public health implemented is the health and exercise field [7], [3]. and exergames represent one potential way to enact it. Digital games and gameful systems for exercise, The promotion of physical activity through commonly shortened as exergames, have been gamification and enhanced anticipated affect also developed extensively during the past few decades [8]. holds promise to aid in exercise adherence beyond However, due to the technological advancements more traditional educational and social cognitive allowing for more widespread and affordable use of approaches. This paper reviews empirical studies on various sensor technologies, the exergaming field has gamified systems and serious games for exercising. In been proliferating in recent years. As the ultimate goal order to gain a better understanding of these systems, of implementing the game elements to any non- this review examines the types and aims (e.g. entertainment context is most often to induce controlling body weight, enjoying indoor jogging…) of motivation towards the given behavior, similarly the the corresponding studies as well as their goal of the exergaming approaches is supporting the psychological and physical outcomes. -
Fighting Games, Performativity, and Social Game Play a Dissertation
The Art of War: Fighting Games, Performativity, and Social Game Play A dissertation presented to the faculty of the Scripps College of Communication of Ohio University In partial fulfillment of the requirements for the degree Doctor of Philosophy Todd L. Harper November 2010 © 2010 Todd L. Harper. All Rights Reserved. This dissertation titled The Art of War: Fighting Games, Performativity, and Social Game Play by TODD L. HARPER has been approved for the School of Media Arts and Studies and the Scripps College of Communication by Mia L. Consalvo Associate Professor of Media Arts and Studies Gregory J. Shepherd Dean, Scripps College of Communication ii ABSTRACT HARPER, TODD L., Ph.D., November 2010, Mass Communications The Art of War: Fighting Games, Performativity, and Social Game Play (244 pp.) Director of Dissertation: Mia L. Consalvo This dissertation draws on feminist theory – specifically, performance and performativity – to explore how digital game players construct the game experience and social play. Scholarship in game studies has established the formal aspects of a game as being a combination of its rules and the fiction or narrative that contextualizes those rules. The question remains, how do the ways people play games influence what makes up a game, and how those players understand themselves as players and as social actors through the gaming experience? Taking a qualitative approach, this study explored players of fighting games: competitive games of one-on-one combat. Specifically, it combined observations at the Evolution fighting game tournament in July, 2009 and in-depth interviews with fighting game enthusiasts. In addition, three groups of college students with varying histories and experiences with games were observed playing both competitive and cooperative games together. -
Deepcrawl: Deep Reinforcement Learning for Turn-Based Strategy Games
DeepCrawl: Deep Reinforcement Learning for Turn-based Strategy Games Alessandro Sestini,1 Alexander Kuhnle,2 Andrew D. Bagdanov1 1Dipartimento di Ingegneria dell’Informazione, Universita` degli Studi di Firenze, Florence, Italy 2Department of Computer Science and Technology, University of Cambridge, United Kingdom falessandro.sestini, andrew.bagdanovg@unifi.it Abstract super-human skills able to solve a variety of environments. However the main objective of DRL of this type is training In this paper we introduce DeepCrawl, a fully-playable Rogue- like prototype for iOS and Android in which all agents are con- agents to surpass human players in competitive play in clas- trolled by policy networks trained using Deep Reinforcement sical games like Go (Silver et al. 2016) and video games Learning (DRL). Our aim is to understand whether recent ad- like DOTA 2 (OpenAI 2019). The resulting, however, agents vances in DRL can be used to develop convincing behavioral clearly run the risk of being too strong, of exhibiting artificial models for non-player characters in videogames. We begin behavior, and in the end not being a fun gameplay element. with an analysis of requirements that such an AI system should Video games have become an integral part of our entertain- satisfy in order to be practically applicable in video game de- ment experience, and our goal in this work is to demonstrate velopment, and identify the elements of the DRL model used that DRL techniques can be used as an effective game design in the DeepCrawl prototype. The successes and limitations tool for learning compelling and convincing NPC behaviors of DeepCrawl are documented through a series of playability tests performed on the final game. -
Boys' Love, Byte-Sized
School of Sociology and Social Policy Boys’ Love, Byte-sized: A Qualitative Exploration of Queer- themed Microfiction in Chinese Cyberspace Gareth Shaw B.A. (Hons), M.A. Thesis submitted to the University of Nottingham for the degree of Doctor of Philosophy January 2017 Acknowledgements I owe an enormous debt of gratitude to my supervisors, Dr Xiaoling Zhang, Professor Andrew Kam-Tuck Yip, and Dr Jeremy Taylor, for their constant support and faith in my research. This project would not have been possible without them. I also wish to convey my sincerest thanks to my examiners, Professor Sally Munt and Dr Sarah Dauncey, for their very insightful comments and suggestions, which have been invaluable to this project’s completion. I am grateful to the Economic and Social Research Council for funding this research (Award number: 1228555). I wish to express my heartfelt gratitude to everyone who has participated in this project, particularly to the interview respondents, who gave so freely of their time. I am especially thankful to Huang Guan, Zhai Shunyi and Wei Ye for assisting me with some of the (often quite esoteric) Chinese to English translations. To my family, friends and colleagues, I thank you for being a constant source of comfort and advice when the light at the end of the tunnel seemed to have vanished. Special thanks go to Laura and Céline, for their support and encouragement during the long writing hours. Finally, to Juan and Mani, whose love and support means the world to me, I am eternally grateful to have had you both by my side on this journey.