• Title/Summary/Keyword: 디자인 기반 학습

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A Comparative Study on Game-Score Prediction Models Using Compuational Thinking Education Game Data (컴퓨팅 사고 교육 게임 데이터를 사용한 게임 점수 예측 모델 성능 비교 연구)

  • Yang, Yeongwook
    • KIPS Transactions on Software and Data Engineering
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    • v.10 no.11
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    • pp.529-534
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    • 2021
  • Computing thinking is regarded as one of the important skills required in the 21st century, and many countries have introduced and implemented computing thinking training courses. Among computational thinking education methods, educational game-based methods increase student participation and motivation, and increase access to computational thinking. Autothinking is an educational game developed for the purpose of providing computational thinking education to learners. It is an adaptive system that dynamically provides feedback to learners and automatically adjusts the difficulty according to the learner's computational thinking ability. However, because the game was designed based on rules, it cannot intelligently consider the computational thinking of learners or give feedback. In this study, game data collected through Autothikning is introduced, and game score prediction that reflects computational thinking is performed in order to increase the adaptability of the game by using it. To solve this problem, a comparative study was conducted on linear regression, decision tree, random forest, and support vector machine algorithms, which are most commonly used in regression problems. As a result of the study, the linear regression method showed the best performance in predicting game scores.

Classification Model of Types of Crime based on Random-Forest Algorithms and Monitoring Interface Design Factors for Real-time Crime Prediction (실시간 범죄 예측을 위한 랜덤포레스트 알고리즘 기반의 범죄 유형 분류모델 및 모니터링 인터페이스 디자인 요소 제안)

  • Park, Joonyoung;Chae, Myungsu;Jung, Sungkwan
    • KIISE Transactions on Computing Practices
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    • v.22 no.9
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    • pp.455-460
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    • 2016
  • Recently, with more severe types felonies such as robbery and sexual violence, the importance of crime prediction and prevention is emphasized. For accurate and prompt crime prediction and prevention, both a classification model of crime with high accuracy based on past criminal records and well-designed system interface are required. However previous studies on the analysis of crime factors have limitations in terms of accuracy due to the difficulty of data preprocessing. In addition, existing crime monitoring systems merely offer a vast amount of crime analysis results, thereby they fail to provide users with functions for more effective monitoring. In this paper, we propose a classification model for types of crime based on random-forest algorithms and system design factors for real-time crime prediction. From our experiments, we proved that our proposed classification model is superior to others that only use criminal records in terms of accuracy. Through the analysis of existing crime monitoring systems, we also designed and developed a system for real-time crime monitoring.

Implementation of an Arduino Compatible Modular Kit for Educational Purpose (모듈 기반 교육용 아두이노 호환 키트 제작)

  • Heo, Gyeongyong
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.23 no.5
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    • pp.547-554
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    • 2019
  • With the curriculum revision in 2015, informatics for secondary high schools was designated as mandatory. As a result, there is an increasing interest in programming in elementary and junior high schools as well as in universities. Arduino is one of the famous tools for programming education, and the usefulness of it has been proven through various case studies. However, existing Arduino-based kits have hardware-dependent drawbacks such as complicated wiring, poor scalability, etc. To overcome these problems, we proposed a kit design, which has a module-based structure, can be extended through one common interface, and can be used for learning at various levels. In this paper, we describe the implementation details of FRUTO kit and a software to use it, which satisfies the proposed design criteria. FRUTO kit has been determined in its current form through several design changes, and is under pre-test before launching.

The Web Based the Question Centered Mathematics Congruence Learning System (웹기반 발문 중심 수학과 합동학습 시스템)

  • Choi, Jeong-Yong;Han, Kyu-Jung
    • Journal of The Korean Association of Information Education
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    • v.12 no.2
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    • pp.141-149
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    • 2008
  • Congruence of figure is a basic to learn a symmetrical figure and helps to understand the characteristics of figure and know the way of drawing figures. The knowledge of congruence provides us art attainments to understand design and fine pieces of art. However, it is difficult to expect the interaction between students or between teachers and students, because of spending too much time for cutting papers and making the shapes of figure during the class for establishing the concepts. This study utilized a question-based interaction model which would foster elementary school student's learning effectiveness and make them understood the concept of congruence, also developed a congruence learning system which could communicate in both synchronous and asynchronous situation.

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3-Tier Capstone Design: SW Development Capstone Design Case Study (3-Tier 캡스톤디자인 : SW 개발 캡스톤디자인 사례 연구)

  • Oh, Hyungjun;Kim, Junhyung
    • Journal of Creative Information Culture
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    • v.6 no.3
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    • pp.199-207
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    • 2020
  • In this study, the case of capstone design course operation for the execution of SW development-oriented projects in the field of computer engineering is presented, and a 3-tier capstone design model is proposed through the case. Recently, most engineering departments operate capstone design classes, but in many cases, capstone design courses are generally operated in the graduation year. Students taking these capstone design courses are experiencing difficulties in the process of actually coding and implementing together with the collaboration process according to the team project class operation, but before these difficulties, derivation and verification of possible ideas and concrete ideas It is showing more difficulties in the process. In this study, in order to efficiently operate the capstone design and create results, in the second semester prior to graduation, students, professors, and mentors from industry mentors will work together to develop ideas through an idea tone contest, etc. Through the second semester, we propose a 3-tier capstone design model that can advance the idea and actual implementation and implementation of the derived ideas.

A Case Study on AR Gamification to Help Easy and Funny College Life for Foreign Students (외국인 유학생의 대학생활 안내를 쉽게 돕는 AR 게이미피케이션 제작 사례)

  • Lan, Zi-Jie;Park, Chan;Lee, Wan-Bok
    • Journal of Convergence for Information Technology
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    • v.12 no.3
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    • pp.11-16
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    • 2022
  • Although the number of foreign students is increasing with the development of internationalization, international students are often unfamiliar to the campus environment in the early stages of their school visits. This research aims to solve the problems of foreign students' unfamiliarity with the campus and the inconvenience of study and life after enrollment and to design and produce an AR campus guide application based on gamification. The application built are designed according to the targets, missions, and rewards of different places. Through the 'A Survey on the Awareness of Kongju University's Buildings' questionnaire survey of international students at National Kongju University, six place were selected as POI (Point of Interest). Missions and questions suitable for users were designed. Through this application, it is hoped that users can learn about important places of the school interestingly and learn about the use of related convenience facilities.

A Study on the Development of Environment Design STEAM Program in Coping with Climate Change for Elementary School Students (초등학생을 위한 기후변화대응 환경디자인 STEAM 교육프로그램 개발 연구)

  • Lee, Yun-Hee;Lee, Myung-A;Han, Hae-Ryon;Ban, Ja-Yuen
    • Korean Institute of Interior Design Journal
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    • v.25 no.6
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    • pp.15-22
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    • 2016
  • Recent changes in the Korean education policies are promoting the advances in science and technology and cultivating people of convergence talent. STEAM (science, technology, engineering, art and math) educational program is Korean styled convergence program for creative competent human resources. Therefore, Therefore the aim of this study is developing convergence hand-on educational program coping with climate change for elementary school students. For development of the program, we investigated the curriculum of the elementary school about the climate change, and allocated in the creative learning standard frame. Also, we selected themes related the climate change in the curriculum and learning activity. For more effective program to build the convergence competency, we analyzed the program based on creative problem based learning process and 4 core competency(creativity, communication, convergence, caring) elements. In conclusion, the STEAM program needs to develop by school curriculum and leaner's ability. For elementary school students, the STEAM program consists with creative problem based learning process. And the convergence educational program would analyze by the creative PBL process and convergence competency elements. So, this developing program has brought the promotion of the creative convergence competent talented person for the future global environment.

Changes in attitudes and efficacy of AI learners according to the level of programming skill and project interest in AI project (AI 프로젝트 수업에서 프로그래밍 언어 활용 수준 및 프로젝트 흥미에 따른 AI에 대한 태도 및 효능감 변화)

  • Han, eongyun
    • Journal of The Korean Association of Information Education
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    • v.24 no.4
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    • pp.391-400
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    • 2020
  • While artificial intelligence (AI) is attracting attention as a core technology in the era of the 4th industrial revolution, needs for artificial intelligence education to cultivate AI literacy is emerging. In this regard, we developed and applied a project-based AI education program for elementary and middle school students, and analyzed its effects. Participants were assigned into teams with three members, and each team engaged in a project-based AI education program for two nights and three days. In the project, they selected an real-world problem they wanted and devised an AI-enabled artifact to solve it. The effectiveness of the program was investigated with the changes in attitude and efficacy of learners toward artificial intelligence. The results showed that the AI project learning positively changed both attitudes and efficacy toward artificial intelligence at a statistically significant level. This change was more pronounced as the level of perceived programming skills increased, and the level of interest in the project learning increased.

Tilt Sensor based Remote Controller for Mobile Devices (자율이동 장치를 위한 기울기 센서 기반 무선 조종장치)

  • Park, Taejin;Chung, Soon-Beom;Lee, Eun-Jae
    • Proceedings of the KIEE Conference
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    • 2015.07a
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    • pp.117-118
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    • 2015
  • 본 논문은 학생 캡스톤디자인 작품제작의 결과를 정리한 것으로 기울기센서와 블루투스 통신모듈을 이용하여 기울기에 따라 자율이동 장치를 직관적으로 조종할 수 있는 무선 조정장치의 구현방법에 대해 소개한다. 본 조종장치를 이용하면 기울기를 이용해 누구나 별도의 학습과정 없이 직관적으로 이동장치를 조종할 수 있다.

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Application Method of Image Restoration based on Augmented Reality to Museum Education (증강현실을 이용한 복원영상의 박물관 교육분야 활용방안)

  • Won, Kang-Sik
    • The Journal of the Korea Contents Association
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    • v.10 no.6
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    • pp.205-212
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    • 2010
  • Interest in the augmented reality is growing and increase of Smartphone is changing people's life style. The purpose of this study is to explore application method of image restoration based on augmented reality to museum education. Museum is the proper place that audience, including students could learn culture and history of past time. This study suggests that using smartphone application which is used by image restoration with augmented reality is efficient to museum audience's understanding and interest. A game design for domestic museums is planned. Smartphone application which is used by image restoration with augmented reality also could be utilized for exploring historic sites or enjoying local festivals.