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Analysis of Trends in Science Gifted Education Using Topic Modeling
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토픽 모델링을 활용한 과학영재교육 연구동향 분석

논문 기본 정보

Type
Academic journal
Author
Kim Hye Won (고양화정초등학교) Jhun Youngseok (서울교육대학교)
Journal
Korean Society of Elementary Science Education 초등과학교육 초등과학교육 제40권 제3호 KCI Accredited Journals
Published
2021.8
Pages
283 - 294 (12page)

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Analysis of Trends in Science Gifted Education Using Topic Modeling
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Abstract· Keywords

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The purpose of this study is to examine the trends of science gifted education-related research for the last 5 years using LDA topic modeling. To achieve the purpose of the study, 2,404 keywords of 292 domestic academic papers were analyzed using RISS, KISS, and DBpia. The main results were as follows. First, the number of researches in science gifted education has been decreasing since 2019. In the science gifted education research, the top 10 keywords were ‘students’, ‘program’, ‘elementary school’, ‘class’, ‘creativity’, ‘gifted education’, ‘awareness’, ‘teacher’, ‘education’, and ‘activity’. Second, as a result of topic modeling analysis, 10 topics were derived. Research topics mainly conducted in science gifted education for the past five years are ‘Affective characteristics of science gifted students’, ‘Characteristics of science gifted students in middle school’, ‘Development and application of science gifted education programs’, ‘Education programs of science gifted high school’, ‘Cognitive characteristics of science gifted students’, ‘Policy of science gifted education’, ‘Science gifted students and creativity’, ‘Research conducting education by science gifted students’, ‘Academic and career choice of science gifted students’, ‘Science concept of science gifted Students’. In the past, the proportion of specific topics was relatively high, but the proportion between topics does not differ significantly as 2019 approaches. Therefore, it can be confirmed that the more recent it comes, the more research is being conducted evenly without being biased toward one subject.
#텍스트마이닝 #토픽모델링 #과학영재교육 #연구동향 #textmining #topic modeling #science gifted education #research trends

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강경희 / 2010 / 과학영재교육 관련 국내 연구 동향 / 한국과학교육학회지 30(1):54~67 dbpia 권언근 / 2009 / 우리나라 과학영재교육 관련 논문의 주제 분석- 1980년부터 2008년까지 - / 과학영재교육 1(2):63~76 google schola 김갑철 / 2019 / 토픽모델링을 활용한 국내 지역지리교육 연구 동향 분석 / 사회과교육 58(4):49~68 dbpia 김근형 / 2009 / 온라인 고객리뷰 분석을 통한 시장세분화에 텍스트마이닝 기술을 적용하기 위한 방법론 / 한국콘텐츠학회 논문지 9(8):272~284 google schola 김성근 / 2016 / 학술연구에서의 텍스트마이닝 활용 현황과 주요분석기법 / 정보화연구 13(2):317~329 dbpia

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