• Title/Summary/Keyword: Game Learning

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Multi-Agent Deep Reinforcement Learning for Fighting Game: A Comparative Study of PPO and A2C

  • Yoshua Kaleb Purwanto;Dae-Ki Kang
    • International Journal of Internet, Broadcasting and Communication
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    • v.16 no.3
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    • pp.192-198
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    • 2024
  • This paper investigates the application of multi-agent deep reinforcement learning in the fighting game Samurai Shodown using Proximal Policy Optimization (PPO) and Advantage Actor-Critic (A2C) algorithms. Initially, agents are trained separately for 200,000 timesteps using Convolutional Neural Network (CNN) and Multi-Layer Perceptron (MLP) with LSTM networks. PPO demonstrates superior performance early on with stable policy updates, while A2C shows better adaptation and higher rewards over extended training periods, culminating in A2C outperforming PPO after 1,000,000 timesteps. These findings highlight PPO's effectiveness for short-term training and A2C's advantages in long-term learning scenarios, emphasizing the importance of algorithm selection based on training duration and task complexity. The code can be found in this link https://github.com/Lexer04/Samurai-Shodown-with-Reinforcement-Learning-PPO.

Association between the Using Goals of Computer and Self-regulated Learning Ability in Primary School Student Focusing on Gender Differences

  • Sung, Eunmo;Huh, Sunyoung
    • Educational Technology International
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    • v.15 no.1
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    • pp.27-48
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    • 2014
  • The purpose of the present research was to examine the relationship between the using goals of computer and self-regulated learning ability on the gender difference. To accomplish this goal, we have analyzed the data of Korea Children and Youth Panel Survey III which is nationally collected from primary school students, currently on the 6th grade in South Korea. 2,219 samples were used in the study excluding missing samples. The participants were 1167 males (49.5%) and 1052 females (50.5%). The mean age was 13.94 years (SD=.25). As results, female students spent more time on using computer than male students did: (1) the male students' time spent on Playing game was significantly larger than that of female students, but (2) on the rest seven using goals of computer including e-Learning/Information retrieval for learning, the female students spent significantly more time than the male students did. Also, in terms of the self-regulated learning ability, using computer for e-Learning/Information retrieval for learning itself gave significantly positive effects on both male and female students' self-regulated learning ability. On the other hand, Playing game gave significantly negative effects on both. Based on the results, some strategies were suggested on the proper use of computer for learning.

Auditory and Language Training Service Model and Serious Game Contents Design for the hearing-impaired (청각장애인을 위한 청능훈련 서비스모델 및 기능성 게임콘텐츠 설계)

  • Park, Hwa-Jin
    • Journal of Digital Contents Society
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    • v.12 no.4
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    • pp.467-474
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    • 2011
  • Auditory and language train for the hearing-impaired is an essential course improving conversational capability with non-deaf and accompanying the financial burden and the physical fatigue of parents or a teacher. To reduce these problems, web-based training contents have been developed. But these contents have been developed without consideration of individual difference such as various levels of residual hearing and the learning capability of hearing-impaired. Therefore, it is important that appropriate training progress for each hearing-impaired should be designed by evaluating and analyzing the personal status, residual hearing, learning capability and training achievement. This paper suggests auditory and language training service model for the hearing-impaired, which is planning and managing an auditory and learning training based on personal evaluation. In addition, this paper suggests a design method for a serious game content planing based on this service model.

Build reinforcement learning AI process for cooperative play with users (사용자와의 협력 플레이를 위한 강화학습 인공지능 프로세스 구축)

  • Jung, Won-Joe
    • Journal of Korea Game Society
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    • v.20 no.1
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    • pp.57-66
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    • 2020
  • The goal is to implement AI using reinforcement learning, which replaces the less favored Supporter in MOBA games. ML_Agent implements game rules, environment, observation information, rewards, and punishment. The experiment was divided into P and C group. Experiments were conducted to compare the cumulative compensation values and the number of deaths to draw conclusions. In group C, the mean cumulative compensation value was 3.3 higher than that in group P, and the total mean number of deaths was 3.15 lower. performed cooperative play to minimize death and maximize rewards was confirmed.

A Study on Improvement Direction of Onboarding Process Design for Elevating Early User Experience of Online Games (온라인 게임의 초반 사용자 경험 향상을 위한 진입 과정 디자인 개선 방향 연구)

  • Yang, Seung Hee;Yoo, Seung Hun
    • Design Convergence Study
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    • v.18 no.4
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    • pp.1-15
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    • 2019
  • As the game industry is steadily becoming the spotlight industry, the importance of user experience design in game industry is increasing. This study tried to approach game from the viewpoint of user experience design and aimed to analyze the onboarding process focusing on user accessibility and retention in an online game. First, through literature review, onboarding process was devided into three stages. Then each stages were analyzed into experience design, game design elements to derive the key UX factors. Second, based on the UX elements, the game experience and cognitive element analysis frame was presented. With this frame, five domestic online games were qualitatively analyzed and cognitive elements of each game's onboarding process were derived. Key cognitive factors in each stages were, selective attention in the discovery stage, working memory and active learning in the learning stage, and participation and motivation in the immersion stage. Finally, improvement direction were presented, focusing on the key cognitive factors. These studies highlight the importance of the user entry process in online games and suggests improvements to lower entry barriers.

Research on Professional Groups through Learning of Professional Game Players (전문가 집단 양성을 위한 프로게이머 발달 및 학습 모형 연구)

  • Kim, Sa-Hoon H.;Park, Sang-Wook W.
    • Journal of Korea Game Society
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    • v.10 no.4
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    • pp.23-34
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    • 2010
  • The current interests in e-sports is being extended to the fields of education these days. Professional game players, so called as 'Pro-Gamers', therefore, should be recognized as human resource for education, and the theoretical foundation for them needs to be established. This study examines informal learning styles, motivation, and interactions among professional game players in South Korea. The aim of this grounded theory study is to discover the trajectory of professional game players' experiences and explain what properties and interactions they are facing depending on the stage of the trajectory. This study conceptualizes educational meaning within and across the society of StarCraft Pro-Gamers, providing suggestions for the management of human resource using models constructed. Data was analyzed by interviewing 1 consultant, 2 directors and 9 Pro-Gamers. By analyzing the data, this study explored what learning strategies Pro-Gamers construct and apply in their trajectory as Pro-Gamers. It includes how they organize learning, how they formulate their motivation and goals, how they cooperate and compete, what curricula they adapt, how they become one of the ace players overcoming their slump, and how informal education works in practice in the interaction among members of a StarCraft Pro-Gamer team. Finally, in this paper the stage theory was presented. It is argued that when the stage of the players shifts (Stage Shifting). It also brings changes to proficiency properties, emotional properties, interactional properties and educational properties related to each stage. Stages are categorized by five levels: Enjoying, Struggling, Achieving, Slumping, and Recovering. Although each stage has its own properties, the stages are grouped by two main properties, one of which is a Communicative Stage and the other is a Practicing Stage.

Rhythm Game Design for Effective Music Education (리듬게임을 활용한 효과적인 음악교육 게임 제작)

  • Park, Seung-Ie;Kihl, Tae-Suk
    • Journal of Korea Game Society
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    • v.12 no.1
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    • pp.33-42
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    • 2012
  • This study is intended to design a rhythm game improving the student's capacity to learn and appreciate music. This game was tested in the music classes of an elementary school. The note patterns reflecting melody affected the perception of pitch, duration, and loudness of the music. This study also presented that the factor influencing students' immersion in music and learning music was the multi-sense of sight, hearing, and touch.

Analysis of Visual Art Elements of Game Characters Illustrated by the Case of Glory of Kings

  • He, Yangyang;Choi, Chulyoung
    • International Journal of Internet, Broadcasting and Communication
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    • v.12 no.3
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    • pp.213-219
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    • 2020
  • Visual art elements can most intuitively express the information expressed by a game character and play an important role in shaping a successful game character. We compares and analyzes the role design in the skins of the "Five Tiger-like Generals" series in Glory of Kings in terms of color, line, graphic and other visual elements. Different visual elements form different visual impacts and influences, which brings people different psychological feelings and presents different emotional colors. The reasonable use of visual elements gives people a refined visual experience and a comfortable psychological feeling, adding more influencing factors to the "immersion" of the game. It not only can strongly attract the attention and love of players, but also spreads traditional culture of the nation and the country. Therefore, whether the visual art elements of a game character can be appropriately used is an important part of the success of the game work. The analysis of visual art elements of game characters has important learning and research value.

Gender Equity in Mathematical Game Software for Elementary School (성 평등적 초등수학 학습용 게임 소프트웨어 평가 준거에 관한 연구)

  • 권오남
    • Education of Primary School Mathematics
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    • v.5 no.2
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    • pp.95-110
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    • 2001
  • What characteristics of computer games encourage persistence, engagement, and learning for both girls and boys\ulcorner The purpose in conducting this research was to identify characteristics of computer games that engage all children-girls and boys- in significant mathematical learning. A set of criteria for evaluating gender fair computer games was developed. Much of this research had involved observing children playing computer games in pairs and small groups. Two game softwares were analyzed by way of dialogues that occurred with the games.

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Gamification in Educational Institutions: Concepts and Difficulties

  • Bakhit Al-Salami, Sami Ben Shamlan
    • International Journal of Computer Science & Network Security
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    • v.22 no.9
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    • pp.208-216
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    • 2022
  • This paper provides an account of gamification in education. Apart from its emergence, it clarifies how gamification differs from gaming and game-based learning. It also discusses the elements of gamification, its advantages and its principles. It also sketches the theoretical underpinning of the concept, the models, its various applications, and the obstacles to using it in the educational process.