• Title/Summary/Keyword: 정보기술 교육과정

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A Semi-Automated Labeling-Based Data Collection Platform for Golf Swing Analysis

  • Hyojun Lee;Soyeong Park;Yebon Kim;Daehoon Son;Yohan Ko;Yun-hwan Lee;Yeong-hun Kwon;Jong-bae Kim
    • Journal of the Korea Society of Computer and Information
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    • v.29 no.8
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    • pp.11-21
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    • 2024
  • This study explores the use of virtual reality (VR) technology to identify and label key segments of the golf swing. To address the limitations of existing VR devices, we developed a platform to collect kinematic data from various VR devices using the OpenVR SDK (Software Development Kit) and SteamVR, and developed a semi-automated labeling technique to identify and label temporal changes in kinematic behavior through LSTM (Long Short-Term Memory)-based time series data analysis. The experiment consisted of 80 participants, 20 from each of the following age groups: teenage, young-adult, middle-aged, and elderly, collecting data from five swings each to build a total of 400 kinematic datasets. The proposed technique achieved consistently high accuracy (≥0.94) and F1 Score (≥0.95) across all age groups for the seven main phases of the golf swing. This work aims to lay the groundwork for segmenting exercise data and precisely assessing athletic performance on a segment-by-segment basis, thereby providing personalized feedback to individual users during future education and training.

Automatic scoring of mathematics descriptive assessment using random forest algorithm (랜덤 포레스트 알고리즘을 활용한 수학 서술형 자동 채점)

  • Inyong Choi;Hwa Kyung Kim;In Woo Chung;Min Ho Song
    • The Mathematical Education
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    • v.63 no.2
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    • pp.165-186
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    • 2024
  • Despite the growing attention on artificial intelligence-based automated scoring technology as a support method for the introduction of descriptive items in school environments and large-scale assessments, there is a noticeable lack of foundational research in mathematics compared to other subjects. This study developed an automated scoring model for two descriptive items in first-year middle school mathematics using the Random Forest algorithm, evaluated its performance, and explored ways to enhance this performance. The accuracy of the final models for the two items was found to be between 0.95 to 1.00 and 0.73 to 0.89, respectively, which is relatively high compared to automated scoring models in other subjects. We discovered that the strategic selection of the number of evaluation categories, taking into account the amount of data, is crucial for the effective development and performance of automated scoring models. Additionally, text preprocessing by mathematics education experts proved effective in improving both the performance and interpretability of the automated scoring model. Selecting a vectorization method that matches the characteristics of the items and data was identified as one way to enhance model performance. Furthermore, we confirmed that oversampling is a useful method to supplement performance in situations where practical limitations hinder balanced data collection. To enhance educational utility, further research is needed on how to utilize feature importance derived from the Random Forest-based automated scoring model to generate useful information for teaching and learning, such as feedback. This study is significant as foundational research in the field of mathematics descriptive automatic scoring, and there is a need for various subsequent studies through close collaboration between AI experts and math education experts.

Preliminary Study on Developing Protocol for Music Therapy Assessment for Cognitive and Emotional-Behavioral Domain using Rhythm (MACED-Rhythm) (인지 및 정서행동 영역에서의 음악치료 사정을 위한 리듬 프로토콜(MACED-Rhythm) 개발 예비 연구)

  • Duerksen, George;Chong, Hyun Ju
    • Journal of Music and Human Behavior
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    • v.10 no.1
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    • pp.67-83
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    • 2013
  • Assessment in music therapy is a vital part for both the therapist and client in the process of therapy. Based on what is assessed, objectives are identified to formulate specific action procedures and strategies. The existing assessment tools involve lists of skills and behaviors in developmental domains without the music assessment protocol. In this study, the authors attempted to develop an assessment protocol using rhythm production for assessing skills in cognitive and emotional-behavior domain, namely Music Therapy Assessment for Cognitive and Emotional Behaviors (MACEB). The test items of the MACEB-Rhythm were developed using rhythmic patterns varying in terms of item difficulty, which are based on the various degree of clarity in the grouping/gestalt, saliency in part-whole relationship, and complexity in repetition vs. variability. Also the developed tool purported to examine one's level of emotional behavior trait by analyzing performance of musical parameters such as tempo, pacing, and loudness in the reproduced output. In order to verify the logical sequencing of test items, firstly 61 subjects participated in verifying the item difficulty for the selected 15 pilot items. The test items were revised and re-sequenced based on the gathered scores of item difficulty. In the second procedure, seven experts in the fields of music education, music therapy and music psychology whose research interest lie in music cognition revised the developed rhythm protocol items focusing on learning sequence, cognitive process and feasibility for skills assessment. The study attempted to provide foundations for using rhythm as an assessment protocol prior to its verification of assessment validity and reliability.

A study of recognition of public health center members to usefulness of PACS system (보건소 직원의 PACS 시스템 유용성에 대한 인식 연구)

  • Hwang, Kwan-Young;Na, Baeg-Ju;Lee, Moo-Sik;Lee, Jin-Yong;Hong, Jee-Young;Bae, Seok-Hwan;Yoo, Se-Jong
    • Proceedings of the KAIS Fall Conference
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    • 2010.11b
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    • pp.992-995
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    • 2010
  • 본 연구는 기존의 필름 운영체계에서 PACS 운영체계로 전환 시 업무 변화에 따른 보건소 구성원 간의 인식을 조사하고 이들이 가지고 있는 새로운 업무에 대한 저항감을 줄여 새로운 시스템 도입에 적극적으로 적응할 수 있도록 하여 업무의 효율성을 높일 수 있는 기초 자료를 제공하고자 시행하였다. 연구기간은 2009년 6월1일부터 2009년 12월 16일까지이며 연구방법은 대전, 충남북에 소재하고 있는 필름운영체계에서 PACS 체계로 바뀐 보건소의 의사, 방사선사, 간호사, 기타 직종을 대상으로 하였으며 70부의 설문이 분석에 사용되었다. 임상적 유용성 인식은 방사선사(2.8) > 의사(2.7) > 간호사(2.4) > 기타(2.0)로 모든 직종이 향상된 것으로 인식하고 있었으며 PACS 가 필름시스템 보다 임상적으로 사용자 편리서, 접근 용이성 등이 모두 우수하며 임상적으로 유용하다고 답했다. 업무변화 및 효율성 인식은 방사선사(3.2) > 간호사(2.0) > 의사(1.988) > 기타(1.983) 순으로 직종별 차이를 보여 PACS 운영이후 업무가 효율적으로 변화되었다고 인식하고 있었다. 진료 및 근무환경 인식은 방사선사(3.6) > 의사(3.2) > 간호사(3.1) > 기타(3.0) 순으로 진료 및 근무환경이 향상되었다고 답했다. 교육적절성에 관한 인식은 기타(3.5) >간호사(3.0) > 의사(2.8) > 방사선사(2.5) 순으로 직종별 차이를 보였다. 적응 및 만족도 인식에서는 방사선사(2.9) > 기타(1.7) > 간호사(1.6) > 의사(1.5) 순으로 직종별 차이를 보였으며 PACS 운영이후 사용자의 적응도와 만족도가 높다는 것을 알 수가 있었다. 병원정보시스템의 핵심인 PACS 도입과 같은 보건소정보화 과정에서의 보건소 구성원의 인식을 알아본 결과, 임상적 유용성 인식, 교육 적절성에 관한 인식에서는 근무 년 수가 적을수록, 유용성이 높다고 했으며, 업무 변화 및 효율성 인식, 진료 및 근무환경 인식, 적응 및 만족도 의식에서는 근무 연수가 길수록 유용성이 높다고 인식하고 있었다. 성별에 따른 임상적 유용성 인식과 업무 변화 및 효율성 인식에서는 남자가 여자보다 유용하다고 인식하고 있었다. 연령별 차이에 따른 임상적 유용성 인식, 업무 변화 및 효율성 인식, 진료 및 근무 환경 인식은 40대 이상에서 높다고 인식하였다. PACS 도입으로 인해 보건소 구성원의 거부반응과 같은 저항감이나 부담감, 소극적 참여의지 등의 태도나 인식이 예상되었으나 연구 결과 대체적으로 모두 긍정적으로 인식하였으며 PACS가 보건소 구성원들에게 기존 필름체계를 대체할 수 있는 수단으로 유용하게 인식하고 있었다. 다만 본 연구결과는 향후 새로운 PACS 도입 시 성공적인 운영을 위해 직종에 따른 정보 제공 및 맞춤형 훈련 교육이 필요함을 시사하고 있다.

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The Effects of Field Trips on Middle School Students' Preference and Awareness of Science Museum (현장학습을 통한 중학생들의 과학관 선호도 및 인식 변화)

  • Chang, Hyun-Sook;Choi, Kyung-Hee
    • Journal of The Korean Association For Science Education
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    • v.26 no.3
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    • pp.330-341
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    • 2006
  • This study investigated whether science museum field trips over a duration of 7 months would effect student preference and awareness of science museums. 32 eighth and ninth graders were sampled from a middle school in Seoul and asked about their preference, awareness and the effect of the science museum visits both before and after a field trip. Findings showed a preference for science museums which dealt with themes and topics of student interest. After a field trip, student responded that science museums were information providers which yielded opportunity to explore forthcoming science feats, science in everyday life, developmental histories of science and technology, science-related news, social issues, and science rationale. Even though science museums in Korea leave much to be desired in terms of quantity and quality, field trips were positively received by students. This reception and its usefulness implied that expansion publizing and active use of formal/informal education relating to science museum facilities need to be top-priority business.

‘Korea’ in World Regional Geography Textbooks in English Edition(1931∼2002) (영문판 ‘세계지역지리학’ 교과서에 표현된 ‘한국’ (1931∼2002년))

  • 배미애
    • Journal of the Korean Geographical Society
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    • v.39 no.3
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    • pp.409-424
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    • 2004
  • This study examines Korean-related description from 1931 to 2002 in 18 university-level ‘World Regional Geography’ textbooks, being published as English. During this period, the amounts of Korean-related contents in world regional geography textbooks have gradually increased. The main Korean-related topics were generally ‘Colonization by Japan’, ‘Korean War’, ‘Rapid economic development in South Korea’, and ‘North Korea’. The distorted information and erroneous description about Korea were mostly found in textbooks. The national and cultural identity of Korea was severely distorted and made a fallacy by ‘accidental-centered’ thought. It is suggested that foreign geographers who refer ‘Korea’ in World Regional Geography textbooks need to critically re-examine the ways in which Korean-related contents are in proper place.

A survey of the Necessity and Perceptions of Character Education of Health Science and Non-health Science University Students (일개 보건계열 및 비보건계열 학생들의 인성교육에 대한 필요성 및 인식도 조사)

  • Choi, Yong-Keum;Oh, Tae-Jin;Lee, Hyun;Lim, Kun-Ok;Hong, Ji-Heon;Kim, Eun-Jeong
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.8
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    • pp.344-351
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    • 2019
  • The purpose of this study was to obtain the basic data for developing more advanced courses on character education by surveying and analyzing the perception and demands of character education of university students and further, to provide useful information for creating institutional protocol on character education. The study was conducted from April 2018 to May 2018 on students attending the departments of non-health science and health science university students. A total of 206 students participated in this study, and all the students in the non-health science and health science departments were found to be highly aware of the need for character education, its importance and the possibility of personality development through learning. Students from all the departments showed high levels on average in terms of self-understanding according to their personality abilities, and especially their high levels of 'consideration' and 'responsibility'. For the differences in perception of self-efficacy, the lowest level of recognition was for 'will' and the average values were not high. In their response to personality level, all students answered that their personality was 'high' (42.1%), and that the personality education courses at the schools they are currently attending were 'not satisfied' with both the non-health science and health science students. As a result, there were higher results overall for the health science students than that for the non-health science students, but there were not many significant differences. To this end, education institutes will have to prepare conditions for university students to cultivate their expertise in character, while at the same time helping them grow into human beings with the qualities demanded by society. In addition, the government should establish curriculums and content by accurately identifying the needs of character education and devising concrete measures for their implementation, and by more faithfully considering quantitative and qualitative context types for the content base of character education.

Categorization of Factors Causing the Framing Effect and Analysis of the 2015 Revised Curriculum Science Textbooks: Focusing on Risk Expressions (틀효과 발생 요인 범주화 및 2015 개정 교육과정 과학과 교과서 분석 -위험 표현을 중심으로-)

  • Hyeonju Lee;Minchul Kim
    • Journal of The Korean Association For Science Education
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    • v.44 no.5
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    • pp.391-404
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    • 2024
  • The development of science and technology brings abundance and convenience to human life, but it also brings risks. The risks caused by science and technology are universal and far-reaching, affecting the lives of humans, and they are living in an uncertain VUCA era where humans cannot predict when and where they will encounter risks. In order to respond to these risks, it is necessary to increase the level of citizens' risk awareness through risk education. It is necessary to discuss the role of science education in helping citizens to judge and respond to risks scientifically and objectively. On the other hand, in the process of judging and assessing risks, citizens are affected by the frames and ways in which risk information is expressed, a phenomenon known as the "Framing Effect". In this study, we categorized the factors that cause the framing effect, and based on the categorization, we compared and analyzed the frames of risk expression presented in the 2015 revised curriculum science textbooks. For this purpose, we categorized the factors that cause the framing effect by looking at papers published in KCI and SSCI journals with keywords "Framing Effect", and extracted the risk expression texts in textbooks and analyzed them according to the categories. We were able to derive eight factors causing framing effect and categorize the relationship between the factors in a 5x5 matrix. The differences in the frequency of risk expressions by subject in the 2015 revised science curriculum were related to the nature of the subject and the achievement standards, and the differences in the frequency of risk expressions could be identified by the categories of framing and presentation methods. This study is significant in that it examines the way risk is expressed by science subjects based on the factors that cause the framing effect and suggests the importance of the framing effect in risk education.

A Mobile Course Coordinator System for Learning Profound Major Field (전공 분야 심화 학습을 위한 모바일 코스 코디네이터 시스템)

  • Han, Yong-Jae;Lee, Young-Seok;Cho, Jung-Won;Choi, Byung-Uk
    • The KIPS Transactions:PartA
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    • v.11A no.4
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    • pp.285-296
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    • 2004
  • The rapid progress of IT technologies promoted the foundation to offer users 'Any Time, Any Where, Any Service', and wireless internet services made it possible to use wired internet services while traveling. The previous academic administration management system having migrated from wired to wireless was dependent on mobile equipments' platform because of not being constructed on standard surroundings. And in the aspect of faculty system, course coordinator plays an significant role in building curricula and manage them, and finally counseling students with regard to them. But the course coordinator can't afford to advise students on which fields of their faculty fit them and which courses they have to take. We propose a mobile course coordinator system to help students learn profound courses of their major fields. Also the proposed system is implemented by using JAVA and WIPI technology, so that it is platform-independent. A mobile course coordinator system has an inference engine considering not only course trees which tell informations about the courses in every fields, but also personal courses that students have taken. The inference engine calculates three weights, representing the significance of each course considering every fields, the score of prerequisite courses which a student have taken, and the suitability in which department each student fits. When students apply for taking lectures, a mobile course coordinator system recommends them the most suitable courses. A mobile course coordinator system is able to substitute for the course coordinator who is counseling students. And the students with personal cellular phone are able to keep tracking their courses, and improve their knowledge about major with taking courses which the system's inference engine will advice.

A Study on the Development Strategy of Smart Learning for Public Education (스마트러닝의 공교육 정착을 위한 성공전략 연구)

  • Kim, Taisiya;Cho, Ji Yeon;Lee, Bong Gyou
    • Journal of Internet Computing and Services
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    • v.16 no.6
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    • pp.123-131
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    • 2015
  • Recently the development of ICT has a big impact on education field, and diffusion of smart devices has brought new education paradigm. Since people has an opportunity to use various contents anytime and communicate in an interactive way, the method of learning has changing. In 2011, Korean government has established the smart education promotion plan to be a first mover in the paradigm shift from e-learning to smart learning. Especially, government aimed to improve the quality of learning materials and method in public schools, and also to decrease the high expenditure on private education. However, the achievement of smart education policy has not emerged yet, and the refinement of smart learning policy and strategy is essential at this moment. Therefore, the purpose of this study is to propose the successful strategies for smart learning in public education. First, this study explores the status of public education and smart learning environment in Korea. Then, it derives the key success factors through SWOT(Strength, Weakness, Opportunity, Threat) analysis, and suggests strategic priorities through AHP(Analytic Hierarchy Priority) method. The interview and survey were conducted with total 20 teachers, who works in public schools. As a results, focusing on weakness-threat(WT) strategy is the most prior goal for public education, to activate the smart learning. As sub-factors, promoting the education programs for teachers($W_2$), which is still a weakness, appeared as the most important factor to be improved. The second sub-factor with high priority was an efficient optimizing the capability of new learning method($S_4$), which is a strength of systematic public education environment. The third sub-factor with high priority was the extension of limited government support($T_4$), which could be a threat to other public schools with no financial support. In other words, the results implicate that government institution factors should be considered with high priority to make invisible achievement in smart learning. This study is significant as an initial approach with strategic perspective for public education. While the limitation of this study is that survey and interview were conducted with only teachers. Accordingly, the future study needs to be analyzed in effectiveness and feasibility, by considering perspectives from field experts and policy makers.