• Title/Summary/Keyword: 교육모델

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Development and evaluation of AI-based algorithm models for analysis of learning trends in adult learners (성인 학습자의 학습 추이 분석을 위한 인공지능 기반 알고리즘 모델 개발 및 평가)

  • Jeong, Youngsik;Lee, Eunjoo;Do, Jaewoo
    • Journal of The Korean Association of Information Education
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    • v.25 no.5
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    • pp.813-824
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    • 2021
  • To improve educational performance by analyzing the learning trends of adult learners of Open High Schools, various algorithm models using artificial intelligence were designed and performance was evaluated by applying them to real data. We analyzed Log data of 115 adult learners in the cyber education system of Open High Schools. Most adult learners of Open High Schools learned more than recommended learning time, but at the end of the semester, the actual learning time was significantly reduced compared to the recommended learning time. In the second half of learning, the participation rate of VODs, formation assessments, and learning activities also decreased. Therefore, in order to improve educational performance, learning time should be supported to continue in the second half. In the latter half, we developed an artificial intelligence algorithm models using Tensorflow to predict learning time by data they started taking the course. As a result, when using CNN(Convolutional Neural Network) model to predict single or multiple outputs, the mean-absolute-error is lowest compared to other models.

Gradient Descent Training Method for Optimizing Data Prediction Models (데이터 예측 모델 최적화를 위한 경사하강법 교육 방법)

  • Hur, Kyeong
    • Journal of Practical Engineering Education
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    • v.14 no.2
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    • pp.305-312
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    • 2022
  • In this paper, we focused on training to create and optimize a basic data prediction model. And we proposed a gradient descent training method of machine learning that is widely used to optimize data prediction models. It visually shows the entire operation process of gradient descent used in the process of optimizing parameter values required for data prediction models by applying the differential method and teaches the effective use of mathematical differentiation in machine learning. In order to visually explain the entire operation process of gradient descent, we implement gradient descent SW in a spreadsheet. In this paper, first, a two-variable gradient descent training method is presented, and the accuracy of the two-variable data prediction model is verified by comparison with the error least squares method. Second, a three-variable gradient descent training method is presented and the accuracy of a three-variable data prediction model is verified. Afterwards, the direction of the optimization practice for gradient descent was presented, and the educational effect of the proposed gradient descent method was analyzed through the results of satisfaction with education for non-majors.

A Study of Modelling Effective Engineering-based Technology Commercialization Education System (공학기반의 효과적인 기술사업화 교육시스템 구축 모델링(Modelling) 연구)

  • Yang, Young-Seok;Choi, Jong-In
    • Proceedings of the KAIS Fall Conference
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    • 2009.05a
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    • pp.289-293
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    • 2009
  • 본 논문은 공학교육과정에 기술사업화 교육이 본격적으로 도입되고 있는 최근 추세 하에 국내 공학교육 환경을 고려한 효과적인 기술사업화 교육시스템 모델을 제시하는데 그 목적이 있다. 이를 위해 첫째, 본 논문은 문헌연구를 통해 국내 공학교육 과정에서 전개되고 있는 기술사업화 교육의 주요 이슈들에 대해 진단하고 효과적인 기술사업화 교육시스템의 구축 방향을 분석하였다. 둘째, 본 논문은 문헌연구와 해외사례연구를 통해 공학교육과정에서 도입해야 하는 효과적인 기술사업화 교육시스템 모델을 정의하였다. 셋째, 본 논문은 국내 공학과정에 이미 도입된 기술사업화 교육시스템과 효과적인 기술사업화 교육 시스템 모델간의 비교연구를 통해 현재 국내 공학교육에서 이루어지고 있는 국내 기술사업화 교육시스템의 문제점을 진단하고 합리적인 개선방안을 제시하였다.

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Development of SW Education Model based on HVC Learning Strategy for Improving Computational Thinking (컴퓨팅 사고 함양을 위한 HVC 학습전략 기반 SW교육모델 개발)

  • Sung, Younghoon
    • Journal of The Korean Association of Information Education
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    • v.21 no.5
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    • pp.583-593
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    • 2017
  • In order to overcome the difficulties of programming education for beginners, various research strategies such as UMC(Use-Modify-Create), design based learning, discovery learning and play learning are applied. In this study, we developed a HVC(History-VR Coding-Collaboration) learning strategy model for the improvement of learner's computational thinking. The HVC model is composed of a combination module of block type. We developed a 12th session storytelling - based virtual reality programming curriculum. As a result, HVC model and SW education program showed significant difference in improvement of learner's computational thinking.

Development Research of Multicultural Mathematics Teacher Education Model: Exploring Preliminary Model Based on Situational Analysis (다문화수학교사교육모델 개발연구 : 수학교육 현장 상황분석 기반 예비모델 탐색)

  • Song, Ryoon Jin;Ju, Mi-Kyung
    • Journal of Educational Research in Mathematics
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    • v.24 no.2
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    • pp.227-251
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    • 2014
  • In this study, we explored the preliminary model of multicultural mathematics teacher education to foster mathematics teachers' multicultural competencies. For the purpose, we investigated the multicultural competency of mathematics teachers with a survey questionnaire. We also interviewed mathematics teachers to analyze mathematics teachers' need of teacher education for multicultural mathematics education. In addition to the survey and the interview, we conducted a review of literatures to identify the principles, goals, contents, and methods for multicultural mathematics teacher education. In this research, we have identified 4 principles for multicultural mathematics teacher education: mathematics as culture, respecting diversity and equity, and identity. Under the principles, we presented 6 educational goals of teacher education for multicultural mathematics education. We chose the contents and the methods to promote the multicultural competency of mathematics teachers suitable for educational situation of Korean school. We integrated the principles, goals, contents and methods to design multicultural mathematics teacher education program for in-service teachers. Finally, we discussed the features and benefits of the preliminary model based on situational analysis for multicultural mathematics teacher education. We proposed that follow-up study is necessary to investigate the effect of the model for the future development of multicultural mathematics teacher education model.

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Analysis of the Big6 Skills Model and the Modified Big6 Models (Big6 모델 및 수정 모델 분석 연구)

  • Park, Juhyeon
    • Journal of Korean Library and Information Science Society
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    • v.49 no.3
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    • pp.331-359
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    • 2018
  • The purpose of this study is to analyse the Big6 model and the Big6 modification model to find out the characteristics of the Big6 model and to derive implications for applying the Big6 model in the field. For this purpose, the information literacy standards of the AASL and the ACRL were compared with the Big6 model. The Big6 model, influenced by Bloom's taxonomy was analyzed alongside the Big6+3 model, the Big8 model and the modified Big6 model, provided by LG Science Land. As a result, the Big6 model could be used as an information problem-solving model, metacognitive activation strategy, and scaffolding to improve students' information literacy. In addition, it could be used as a model for constructivism, inquiry-based learning, the integration of curriculum, collaborative education, and ICT technology. How teacher-librarians or librarians apply the Big6 model is related to the improvement of critical thinking skills. Teacher-librarians and librarians need to plan situations, subjects, topics, and methods in a systematic and specific way when applying the Big6 model to the information literacy curriculum.

Learner Centered, Web-Based Integrated Virtual Education System: CyberClass (학습자 중심의 웹 기반 통합 가상교육시스템의 개발)

  • 문석원;박경환
    • Proceedings of the Korea Multimedia Society Conference
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    • 1998.10a
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    • pp.297-302
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    • 1998
  • 본 논문에서는 월드와이드웹에 기반한 학습자 중심의 통합 가상교육시스템 CyberClass를 설계하고 구현한 방법을 소개한다. 기존의 가상교육시스템은 학습자 중심의 상호작용 유형을 분석하여 이에 따른 적당한 상호작용 모델을 제시하지 않고 기능면에서의 사용도구 및 방법만을 제시함으로써 각 기능들이 자연스럽게 통합되지 못하였다. 따라서 전통적인 교육 방식인 강의실 수업에 참여한 학습자들이 가지는 현장감이나 친밀감에서 오는 커다란 교육적 이득을 제공하지 못하였다. 본 논문에서 개발한 가상교육시스템 CyberClass는 학습자 중심의 상호작용유형을 분석하고 이를 기반으로 상호작용모델을 제시한다. 그리고 제시된 모델에 기반하여 학습자와 교수, 학습자와 학습자 나아가 학습자와 가상교육시스템간의 상호작용에 기반한 시스템을 설계하였다. 따라서 학습자의 상호작용 모델에 기반함으로써 학습 참여도나 학습 능률의 향상을 기대할 수 있다. CyberClass는 학습자 중심의 상호작용을 위해 비동기공유 기공과 동기고유 기능을 모두 지원한다. 이들의 공유 기능들은 유기적으로 결합하고 직관적인 학습자 인터페이스를 제공함으로써 학습자에게 기능의 다양성에 따른 학습의 부담을 줄이고 자연스런 학습과정이 유도되도록 하였다.

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Development of Competency-Based Entrepreneurship Education Model : The Case of K University (역량기반 기업가정신 교육모델 개발 : K대학의 사례)

  • Lee, Cheolki;Ahn, Taeuk;Lee, Sangkon;Lee, Sangsook
    • Journal of Practical Engineering Education
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    • v.12 no.1
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    • pp.61-72
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    • 2020
  • Entrepreneurship works as a driving force in socio-economic innovation, the leading role in job creation and economic development. As the importance of entrepreneurship is increased, research on entrepreneurship training methods based on the capability model is vitalized in order to effectively develop entrepreneurship in the EU and OECD. In Korea, however, the research on entrepreneurship capability is nearly not proceeding while the outcome of entrepreneurship training is insufficient. The research, therefore, invented the entrepreneurship training model at K university after analyzing cases of entrepreneurship training from inside and outside of the country followed up through the theoretical consideration of entrepreneurship capability and collecting suggestions from experts. The training model rejects the existing economics-based theory education, focuses on the development of entrepreneurship capability, and suggests an educational process considering students' developing stage of entrepreneurship capabilities.

A Review of Model and Modeling in Science Education: Focus on the Metamodeling Knowledge (과학교육에서 모델 및 모델링에 대한 고찰 -메타모델링 지식을 중심으로-)

  • Cho, Hye Sook;Nam, Jeonghee;Oh, Phil Seok
    • Journal of The Korean Association For Science Education
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    • v.37 no.2
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    • pp.239-252
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    • 2017
  • The purpose of this study is to examine metamodeling knowledge and its components, which means knowledge about model and modeling required for students and teachers for successful application of modeling in the field of science education based on research literature. For this, we analyzed and categorized major previous studies on modeling and modeling through research literature methods. Metamodeling knowledge aims to recognize models and modeling and is the most crucial element to create a scientific model in scientific modeling practice. The point of view of metamodeling knowledge proposed in this study is categorize nature of model, multiplicity of model, purpose of model, modeling process, and evaluation and revision of model. Students should be able to achieve more in-depth understanding through the awareness of the nature of the model. The development of metamodeling knowledge can facilitate students' science learning.

A Client Environment for the Web-based Simulation (웹기반 시뮬레이션을 위한 클라이언트 환경)

  • 사공봉;한일형;남영환;김기형;성종혁;서현곤
    • Proceedings of the Korea Society for Simulation Conference
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    • 2000.04a
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    • pp.101-107
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    • 2000
  • SimBox는 웹을 기반으로 한 원격 교육 시뮬레이션 도구로서 시뮬레이션 수행 절차에 익숙하지 않은 피교육자들에게 시각적 모델 개발 환경을 제공하여 쉽게 시뮬레이션 모델을 제작할 수 있도록 하였다. 모델 개발을 위해 클라이언트는 자바의 드래그 앤 드롭을 이용하여 시뮬레이션 모델들의 추가/삭제를 용이하게 하였고, 시뮬레이션 코드 작성을 서버가 대신함으로써 피교육자의 시뮬레이션 코드 작성에 대한 부담을 줄여주었다. 또한 컴포넌트 기반의 모델을 개발해 재사용이 가능하며, 자바를 이용해 웹 환경에서 시뮬레이션의 진행상황을 애니메이션을 통해 효과적으로 시각화 할 수 있다.

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