• Title/Summary/Keyword: Self-Imitation Learning

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Improved Deep Q-Network Algorithm Using Self-Imitation Learning (Self-Imitation Learning을 이용한 개선된 Deep Q-Network 알고리즘)

  • Sunwoo, Yung-Min;Lee, Won-Chang
    • Journal of IKEEE
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    • v.25 no.4
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    • pp.644-649
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    • 2021
  • Self-Imitation Learning is a simple off-policy actor-critic algorithm that makes an agent find an optimal policy by using past good experiences. In case that Self-Imitation Learning is combined with reinforcement learning algorithms that have actor-critic architecture, it shows performance improvement in various game environments. However, its applications are limited to reinforcement learning algorithms that have actor-critic architecture. In this paper, we propose a method of applying Self-Imitation Learning to Deep Q-Network which is a value-based deep reinforcement learning algorithm and train it in various game environments. We also show that Self-Imitation Learning can be applied to Deep Q-Network to improve the performance of Deep Q-Network by comparing the proposed algorithm and ordinary Deep Q-Network training results.

An Empirical Test of Social Learning Theory and Complementary Approach in Explanation of University Students' Crimes in Social Network Services (SNS상의 범죄행위 설명에 있어 사회학습이론과 보완적 논의의 검증)

  • Lee, Seong-Sik
    • Informatization Policy
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    • v.22 no.4
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    • pp.91-104
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    • 2015
  • This study tests the effects of differential association, definitions, differential reinforcement and imitation from social learning theory in the explanation of university students' crimes in social network services. In addition, this study tests the interaction effects between social learning factors and other factors such as low self-control, subcultural environment, and crime opportunity for the integrated approach. Using data from 486 university students in Seoul, results show that both definition and imitation have significant influences on crimes, even though differential association and differential reinforcement factors have no significant influences on crimes in social network services. Results also reveal that there are significant interaction effects between definition and subcultural environment, which meana that definition has a strong effect on crimes in high subcultural environment. In addition, it is found that reinforcement has also a strong effect on crimes in high crime opportunity and that interaction effect between imitation and low self-control is significant, which means that imitation has a strong effect on crimes in low self-control students.

Modern Interpretation of the Method of Learning Reflected in the Teacher-Student Relationship in On Haeng Lok by Toe-gye (퇴계 『언행록』의 사제관계에서 탐색한 학습법과 그 현대적 이해)

  • Shin, Chang-Ho;Chi, Chun-Ho;Lee, Seung-Chul;Sim, Seung-Woo
    • The Journal of Korean Philosophical History
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    • no.56
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    • pp.209-238
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    • 2018
  • The purpose of this research is to analyze characteristics of the method of education or learning reflected in the teacher-student relationship in On Haeng Lok By Toe-gye and explore their relevance to modern education. By writing various works and conversing with his students, Toe-gye devoted himself in the education of the traditional Confucian principles. Specially, he taught his students based on two Confucian educative principles, namely Shim Deuk(心得) and Goong Haeng(躬行). Judging from this, Toe-gye can be seen as someone who tries to fulfill the role of teacher as dictated in the educative principles of the Confucianism. In Confucianism, teacher is responsible for forming a well-rounded view on life in student, rather than simply transmitting knowledge. As such, the teacher was supposed to find a harmonious way to create something new based on what was inherited from the past generation and try to do his best in learning new things himself and teaching his students. These Toe-gye managed to do successfully, earning his students' trust and respect. Being moved and inspired by their teacher, the students continued their intellectual pursuit. This relationship between Toe-gye and his students can be analyzed from the perspective of education method and discussed in terms of cognitive learning and adult learning. In terms of cognitive learning, the education method reflected in the relationship is similar to potential learning, insight learning, and imitation learning. In terms of adult learning, it is similar to self-directed learning and communicative learning.!

A Review of Research on Augmented Reality Based Educational Contents for Students with Autism Spectrum Disorders (자폐 스펙트럼 장애 학생 대상 증강현실기반 교육 콘텐츠 연구에 대한 고찰)

  • Son, Ji-Young
    • Journal of Digital Contents Society
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    • v.18 no.1
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    • pp.35-46
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    • 2017
  • The purpose of the study was to review the recent literature on applying augmented reality based educational contents for students with autism spectrum disorders and to identify research trends and implications. The search procedures through the Web-database system were implemented to find the proper research and a total of 12 studies were included in this review. The results indicated that most of subjects were elementary school-age children, also single subject design was mostly implemented. Mobile devices were used mostly for augmented reality, and most of data collection methods was behavioral observation. Results founded several contents types: objects manipulation, manipulation for self-modeling, on-site problem solving program, and location-based learning guide. Additionally, the results indicated that the educational effectiveness was the improvements of social behaviors, play and imitation behaviors, and emotion recognition. Furthermore, considerations to develop and apply augmented reality based educational contents for students with autism spectrum disorders were suggested.