• 제목/요약/키워드: effective learning methods

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게임 인공지능에 사용되는 강화학습 알고리즘 비교 (Comparison of Reinforcement Learning Algorithms used in Game AI)

  • 김덕형;정현준
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2021년도 추계학술대회
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    • pp.693-696
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    • 2021
  • 강화학습에는 다양한 알고리즘이 있으며 분야에 따라 사용되는 알고리즘이 다르다. 게임 분야에서도 강화학습을 사용하여 인공지능을 개발할 때 특정 알고리즘이 사용된다. 알고리즘에 따라 학습 방식이 다르고 그로 인해 만들어지는 인공지능도 달라진다. 그러므로 개발자는 목적에 맞는 인공지능을 구현하기 위해 적절한 알고리즘을 선택해야 한다. 그러기 위해서 개발자는 알고리즘의 학습 방식과 어떤 종류의 인공지능 구현에 적용되는 것이 효율적인지 알고 있어야 한다. 따라서 이 논문에서는 게임 인공지능 구현에 사용되는 알고리즘인 SAC, PPO, POCA 세 가지 알고리즘의 학습 방식과 어떤 종류의 인공지능 구현에 적용되는 것이 효율적인지 비교한다.

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플립러닝이 간호학생의 비판적 사고성향, 학업성취도 및 학업적 자기효능감에 미치는 효과: 혼합연구 설계 적용 (Effects of Flipped Learning on the Critical Thinking Disposition, Academic Achievement and Academic Self-efficacy of Nursing Students: A Mixed Methods Study)

  • 차주애;김진희
    • 한국간호교육학회지
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    • 제26권1호
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    • pp.25-35
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    • 2020
  • Purpose: The purpose of this study was to investigate the effects of lessons based on flipped on nursing students' critical thinking disposition, academic achievement, and academic self-efficacy. Methods: The study design was a mixed methods paradigm. Participants were 82 nursing students (experimental group=41, control group=41) for the quantitative study, and nine nursing students for the qualitative study. A flipped learning lesson and lecture were provided in a class titled Critical Thinking and Nursing Processes to compare the effects of the flipped learning lesson. Quantitative data were analyzed with a chi-square test and an independent t-test. Qualitative data were analyzed by means of content analysis. Results: The critical thinking disposition (t=-5.90, p=.004) of the experimental group with flipped learning increased significantly, but their academic achievement (t=0.38, p=.078) and academic self-efficacy (t=-0.24, p=.053) did not show any significant change. From the content analysis after the flipped learning lesson, four categories and 13 sub-categories were derived. Conclusion: The results of this study showed that flipped learning is an effective teaching-learning method for improving nursing students' critical thinking disposition. Therefore, it will be necessary to consider teaching-learning management strategies for applying flipped learning in the nursing education field.

프로그래밍 실습을 위한 플립드러닝 교수법 적용 전략 연구 (Study on Strategy for Applying Flipped Learning Method for Programming Practice)

  • 김현아
    • 문화기술의 융합
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    • 제9권3호
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    • pp.753-761
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    • 2023
  • 본 연구는 비전공자를 대상으로 하는 프로그래밍 교과목에 플립드 러닝 교수법을 적용하여 프로그래밍 교과목에 대한 학습 효율성을 증대시키기 위한 전략을 연구한다. 전통적 수업 방식에서 벗어나 다양한 교수법, 학습 설계모형을 융합적으로 적용하여 비전공자를 대상으로 하는 소프트웨어 교육의 효율적인 학습 모델을 설계하는 것에 대하여 연구한다. 학습자 중심의 플립드러닝(Flipped Learning)기반 프로그래밍 수업을 설계하고 이를 현장 적용하는데 효과적인 적용 방법에 대한 전략을 모색한다. 또한 본 대학의 교양 수업 중 컴퓨팅 사고 교과목에 플립드러닝 교수법의 효율적 적용 방법을 탐색하는 데 그 목적이 있다. 혁신 교수법의 하나인 플립드러닝 교수법을 적용하여 프로그래밍 교과목 수업의 질적 개선과 실습교육의 효율성 및 학습자 성취도 증진을 위한 방안을 고찰한다. 본 연구에서는 전통적 수업 방식에서 벗어나 다양한 교수법, 학습 설계 모형을 융합적으로 적용하여 비전공자를 대상으로 하는 소프트웨어 교육의 효율적인 학습 모델을 설계하는 것이 목적이다.

학습 단계별 수학사 활용 학습을 통한 수학 수업 개선 (A Study on the Improvement of Teaching Mathematics via the Use of the Mathematical History based on the Learning Stages)

  • 이정재;윤상현;추신해;심수정
    • 한국수학교육학회지시리즈C:초등수학교육
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    • 제10권1호
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    • pp.57-70
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    • 2007
  • 수학사 관련 교수 학습 자료 개발에만 치중하였고 개발한 교수 학습 자료는 학습내용에 알맞은 수학사나 수학자의 일화로 실제 수업시간 중 흥미유발 자료로 사용하는데 그쳤다. 본 연구에서는 수학사를 보다 적극적으로 활용하기 위해서 문제 파악, 문제추구 및 해결, 적용 발전, 과제 파악 등의 각 학습 단계에서 활용할 수 있는 수학사 자료를 개발하여 실제 수업에 적용해 봄으로써 수학 사업을 개선하는데 도움을 주고자 하였다.

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미래학습에서의 Learning by Teaching 적용가능성 (Reconsidering the Concept and Potential of Learning by Teaching)

  • 최효선
    • 의학교육논단
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    • 제23권1호
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    • pp.3-10
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    • 2021
  • Learning by teaching (LbT) has long been recognized as an important learning behavior that constructs meaning based on interactions between learners. This study aimed to explore the meaning of LbT as an important learning activity for future implementation in education. LbT is based on the cultural historical activity theory and sociocultural learning theory, as developed by scholars including Vygotsky. These frameworks value the construction of meaning based on language, and LbT is reported to be effective in constructing meaning. In addition, within the zone of proximal development posited by Vygotsky, learning through interaction between learners improves academic achievement, higher-order thinking, deep learning, and reflective learning. LbT also promotes students' learning presence, and strengthens various competencies such as collaboration and communication skills. Interactive behavior between learners in the form of LbT has been explored as an approach to teaching and learning, with methods including peer learning, peer tutoring, peer teaching, peer mentoring, Lernen durch Lehren, and peer-assisted learning. LbT has also been applied as a learning method. In the future, LbT has boundless potential to improve learning through activities such as flipped learning or online learning based on interactions between learners.

A Study on Effectiveness of Mathematics Teachers' Collaborative Learning: Focused on an Analysis of Discourses

  • Chen, Xiaoying;Shin, Bomi
    • 한국수학교육학회지시리즈D:수학교육연구
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    • 제25권1호
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    • pp.1-20
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    • 2022
  • Collaborative learning has been highlighted as an effective method of teachers' professional development in various studies. To disclose teachers' discourse threads in the process of collaborative learning for developing their knowledge, this paper adopted two methods including "content analysis" and "time-sequential analysis" of learning analytics. Such analyses were implemented for mining teachers' updated knowledge and the discourse threads in the discussion during collaborative learning. The materials for analysis involved two aspects: one was from the video-taped lesson observation reports written by teachers before and after discussing, and the other was from their discourses during the discussion process. The results proved that teachers' knowledge for teaching the centroid of a triangle was updated in the collaborative learning period, and also revealed the discourse threads of teachers' collaboration contained "requesting information or opinions", "building on ideas", and "providing evidence or reasoning", with the emphasis on "challenging ideas or re-focusing talk"

Applying the ADDIE Instructional Design Model to Multimedia Rich Project-based Learning Experiences in the Korean Classroom

  • LEE, Youngmin
    • Educational Technology International
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    • 제7권1호
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    • pp.81-98
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    • 2006
  • The purpose of this study was to apply the ADDIE instructional design model to develop multimedia rich project-based learning methods for effective instruction in a Korean mechanical engineering high school. This study was conducted as action research based on a high school situation. The study included 40 participants in a class purposively selected from 52 classes at 2080 student high school. Data were collected through observations, surveys and artifacts. Results indicated the multimedia rich project-based learning allowed students to take part in learning activities and there was close cooperation with and among group members to create better products. Also, the flexibility in the project-based learning environment allowed the participants to make decisions about their abilities, resources, and plans. Recommendations and implications for teacher educators as well as in-service and pre-service teachers are also presented.

공학교육을 위한 이러닝 컨텐츠의 활용에 관한 사례 연구 (A Case Study on Utilization of e-learning Contents for Engineering Education)

  • 박형근
    • 실천공학교육논문지
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    • 제9권2호
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    • pp.133-137
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    • 2017
  • 본 논문에서는 전기전자공학전공의 필수과목 중의 하나인 전기회로교과를 이러닝 컨텐츠로 개발하고 이를 실제 수업에 활용한 사례에 대한 연구 결과를 제시한다. 전기회로 이러닝 컨텐츠를 이론학습은 멀티미디어형을 기반으로 하였으며 실습부분은 동영상을 기반으로 하여 개발하였다. 이러닝 컨텐츠는 실제 오프라인 수업에 블랜디드 수업 형태로 활용하였다. 이러닝 컨텐츠의 구성요소별 학습효과에 대한 조사를 수행하였으며 전기회로에 적합한 이러닝 컨텐츠의 유형에 대한 조사 및 분석을 수행하였다. 또한 이러닝 컨텐츠를 오프라인 수업에 활용할 때 효과적인 활용방법에 대해 조사 분석하였다. 본 논문에서는 이와 같은 이러닝 컨텐츠의 사례조사를 통해 공학교육에 있어서 효과적인 컨텐츠의 회차구성, 회차당 길이 및 유형과 활용방법을 제시하였다.

Innovative Technology of Teaching Moodle in Higher Pedagogical Education: from Theory to Pactice

  • Iryna, Rodionova;Serhii, Petrenko;Nataliia, Hoha;Kushevska, Natalia;Tetiana, Siroshtan
    • International Journal of Computer Science & Network Security
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    • 제22권8호
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    • pp.153-162
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    • 2022
  • Relevance. Innovative activities in education should be aimed at ensuring the comprehensive development of the individual and professional development of students. The main idea of modular technology is that the student should learn by himself, and the teacher manages his learning activities. The advantage of modular technology is the ability of the teacher to design the study of the material in the most interesting and accessible forms for this part of the study group and at the same time achieve the best learning results. Innovative Moodle technology. it is gaining popularity every day, significantly expanding the space of teaching and learning, allowing students to study inter-faculty university programs in depth. The purpose of this study is to assess the quality of implementation of the e-learning system Moodle. The study was conducted at the South Ukrainian National Pedagogical University named after K. D. Ushinsky in order to identify barriers to the effective implementation of innovative distance learning technologies Moodle and introduce a new model that will have a positive impact on the development of e-learning. Methodology. The paper used a combination of theoretical and empirical research methods. These include: scientific analysis of sources on this issue, which allowed us to formulate the initial provisions of the study; analysis of the results of students 'educational activities; pedagogical experiment; questionnaires; monitoring of students' activities in practical classes. Results. This article evaluates the implementation of the principles of distance learning in the process of teaching and learning at the University in terms of quality. The experiment involved 1,250 students studying at the South Ukrainian National Pedagogical University named after K. D. Ushinsky. The survey helped to identify the main barriers to the effective implementation of modern distance learning technologies in the educational process of the University: the lack of readiness of teachers and parents, the lack of necessary skills in applying computer systems of online learning, the inability to interact with the teaching staff and teachers, the lack of a sufficient number of academic consultants online. In addition, internal problems are investigated: limited resources, unevenly distributed marketing advantages, inappropriate administrative structure, and lack of innovative physical capabilities. The article allows us to solve these problems by gradually implementing a distance learning model that is suitable for any university, regardless of its specialization. The Moodle-based e-learning system proposed in this paper was designed to eliminate the identified barriers. Models for implementing distance learning in the learning process were built according to the CAPDM methodology, which helps universities and other educational service providers develop and manage world-class online distance learning programs. Prospects for further research focus on evaluating students' knowledge and abilities over the next six months after the introduction of the proposed Moodle-based program.

열린 수학교육 교수 학습 모형 연구 (A Study on Teaching-Learning Model for Open Education in Mathematics)

  • 최택영;이교희
    • 한국수학교육학회지시리즈A:수학교육
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    • 제38권1호
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    • pp.61-75
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    • 1999
  • This study has its purpose to develop an optimal teaching model in math class leading to an effective device of open education in mathematics being transformed from the current teacher-centered teaching to the individually specified student-centered one on the basis of the definitions and methods of open education learned from sundry literature references. Accordingly, this paper established several patterns of effective open math class for teaching specific math's contents, followed by developing applicable teaching-learning models for class situation rested on each math lesson's features. Unit learning models for open education in mathematics, which were made step by step according to each unit's contents were also presented to be applied to real class situations.

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