• 컴퓨터교육학회논문지
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• 제7권5호
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• pp.1-8
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• 2004

본 연구에서는 학습자의 시각적 학습 선호도에 따른 정화상을 이용한 CAI와 애니메이션을 이용한 CAI의 효과를 학습자의 개념 이해도, 개념 응용력, 학습 동기의 측면에서 비교하였다. 서울시에 소재한 중학교에서 1학년 59명을 대상으로 분자의 운동에 대하여 4차시 동안 수업을 진행하였다. 이원 공변량 분석 결과, 학습자의 시각적 학습 선호도와 관계없이 애니메이션을 이용한 CAI 집단이 정화상을 이용한 CAI 집단 보다 개념 검사 점수가 유의미하게 높았다. 그러나 개념 응용력 검사와 학습 동기 검사 결과는 두 집단 간에 차이가 없었다.

• 한국과학교육학회지
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• 제25권7호
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• pp.728-735
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• 2005

이 연구는 학생들의 인지적 정의적 특성과 컴퓨터 보조 수업을 한 후의 개념 이해도와 관계를 조사하였다. 장의존-장독립성, 학습 전략, 자기 조절 능력, 시각적 학습 선호도, 성취 목적, 능력에 대한 자아 효능감, 개념 검사를 실시하였다. 학생들에게 컴퓨터 보조 수업을 실시한 후에 '분자의 운동'에 관한 개념 검사를 하였다. 학생들의 개념 이해도는 인지적 특성들 중에서 장의존-장독립성, 학습 전략, 자기 조절 능력, 정의적 특성 중에서는 시각적 학습 선호도, 성취 목적, 능력에 대한 자아 효능감과 CAl에 대한 태도와 유의미한 상관이 있었다. 개념 이해에 관한 인지적 특성들의 중다 회귀 분석 결과, 장의존-장독립성은 가장 유의미한 예언 변인이었다. 자기 조절 능력과 심층적 학습 전략도 유의미한 예언 변인 이었다. 정의적 특성들에 관한 분석 결과에서는 시각적 학습 선호도, 능력에 대한 자아 효능감이 학생들의 개념 이해에 유의미한 예언 변인이었다.

• 아태비즈니스연구
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• 제3권1호
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• pp.1-9
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• 2012

The Index of Learning Styles (ILS) instrument based on the Felder-Silverman Learning Style Model was used to determine distribution of learning styles of 125 South Korean business students enrolled in a South Korean institution of higher education. Results show that greater proportion of South Korean business students surveyed in this study prefer sensing over intuitive, visual over verbal, reflective over active, and global over sequential learning styles. The majority of business students have a balanced learning style in all four dimensions of the Felder-Silverman model. Among the students that do not have a balanced learning style, students with sensing, visual, reflective, and global learning styles dominate. Gender difference in learning style preference was not statistically significant for any of the four dimensions.

• 한국과학교육학회지
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• 제27권1호
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• pp.28-36
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• 2007

이 연구에서는 소집단 토론이 화학 개념 학습에서 제공되는 외적 표상들 간의 연계와 통합을 촉진하는 방안으로서의 그리기와 쓰기에 미치는 영향을 학생들의 시각적 학습 양식에 따라 조사하였다. 남녀공학 중학교 1학년 학생 449명을 개별 그리기 집단, 2인 1조의 소집단 그리기 집단, 개별 쓰기 집단, 2인 1조의 소집단 쓰기 집단에 배치한 후, '보일의 법칙', '샤를의 법칙'에 대하여 2차시 동안 수업을 실시하였다. 개념 이해도 검사 결과, 시각적 학습 양식과 관계없이 개별 그리기 집단보다 소집단 그리기 집단의 점수가 통계적으로 유의미한 차이로 높았다. 쓰기 집단에서는 시각적 학습 선호 학생들의 경우 소집단 쓰기 집단의 점수가 개별 쓰기 집단의 점수보다 통계적으로 유의미한 차이로 높았으나, 시각적 학습 비선호 학생들의 집단 간 점수 차이는 통계적으로 유의미하지 않았다. 소집단 그리기 집단의 점수가 소집단 쓰기 집단의 점수보다 통계적으로 높은 경향성을 보였다. 많은 학생들이 소집단 그리기와 소집단 쓰기에 대해 인지적, 동기적 측면에서 긍정적으로 인식하였다.

• International Journal of Advanced Culture Technology
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• 제8권2호
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• pp.165-175
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• 2020

The purpose of this study is to examine whether the visual materials presented in the science textbooks coincide with those visual materials that are preferred the most by students. After analyzing the visual materials presented in the unit "Molecular Motion and Change of State" of science textbooks for the first grade of middle school, questionnaires by teaching-learning process are made. Thereafter, students are requested to select those types of visual materials that were preferred by them by process and describe their reasons for the selection. According to the results of the survey of students' perception, students at the high science achievement level prefer those visual materials that were presented conceptually and implicatively, while students at the low science achievement level prefer concrete and detailed visual materials. Except for the learning motivation process, the proportion of non-preferred visual materials is higher in the remaining processes and those visual materials that were presented in the science textbooks are much different from those visual materials that were preferred by students.

• Journal of Information Technology Applications and Management
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• 제29권6호
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• pp.81-93
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• 2022

As deep learning technology in natural language and visual processing has rapidly developed, collaborative filtering-based recommendation systems using deep learning technology are being actively introduced in the recommendation field. In this study, OCF-GAN, a hybrid collaborative filtering model using GAN, was proposed to solve the one-class and cold-start problems, and its usefulness was verified through performance evaluation. OCF-GAN based on conditional GAN consists of a generator that generates a pattern similar to the actual user preference pattern and a discriminator that tries to distinguish the actual preference pattern from the generated preference pattern. When the training is completed, user preference vectors are generated based on the actual distribution of preferred items. In addition, the cold-start problem was solved by using a hybrid collaborative filtering recommendation method that additionally utilizes user and item profiles. As a result of the performance evaluation, it was found that the performance of the OCF-GAN with additional information was superior in all indicators of the Top 5 and Top 20 recommendations compared to the existing GAN-based recommender. This phenomenon was more clearly revealed in experiments with cold-start users and items.

• 한국초등과학교육학회지:초등과학교육
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• 제24권2호
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• pp.103-110
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• 2005

The purpose of this study was to investigate the relation between the learning styles and science process skills of students of the gifted class in elementary school. Subjects were forty-eight students of the gifted class who are in the fifth grade studying at the gifted class of S elementary school in Bucheon, M and Y elementary school in Incheon on learning styles and science process skills of students. Learning Style Profile (LSP) was used as instrument to survey learning style of students of the gifted class which was developed by NASSP, and consists of four categories (cognitive skills, perceptual response, orientation and teaming preferences) and twenty-four subscales. The results of this study were as follows: 1. In the learning styles test, students of the gifted class have higher scores of spatial skill, sequential processing skill, persistence orientation, manipulative preference, temperature preference and afternoon preference than general class students, but they have lower scores of discrimination skill and lighting preference, and there were statistically significant difference. 2. In science process skills test, there were statistically significant difference between students of the gifted class and general students. 3. In the correlation between the learning styles and science process skills, there was positive correlation of observing skill with spatial skill and manipulate skill of cognitive skill domain. For classifying skill, there was positive correlation with visual perceptual response, but was negative correlations with auditory and emotive perceptual response of perceptual response domain and with evening preference and verbal risk orientation of study preference domain. For measuring skill, there was positive correlation with sequential processing skill of cognitive skill domain. For formulating hypotheses, there was controlling variables, there was positive correlation with sequential processing skill and simultaneous processing skill of cognitive skill domain, and with verbal-spatial preference and early morning study preference of study preference domain. When planning and managing the gifted class, it will be beneficial and effective to consider the meaningful relations between the elements of loaming style and science process skills in order to improve science process skills.

• 정보교육학회논문지
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• 제13권3호
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• pp.351-358
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• 2009

이 연구에서는 학습 스타일이 프로그래밍 교육의 효과에 어떤 영향을 미치고 있는지 고찰하였다. 우선 VARK 체크리스트를 활용하여 학습자들의 학습 스타일을 분석하고, 한 학기동안 프로그래밍 교육을 실시 한 뒤 학습자의 학습 스타일이 미친 영향과 여러 교수-학습 활동의 변인들과 상관관계를 알아보았다. 결과적으로 스크래치를 활용한 프로그래밍 교육은 학습의 인지적 영역에 대한 효과성과 만족도에 긍정적 영향을 주었다. 특히 Visual 성향의 학습자들에게서 스크래치 활용의 성과가 통계적으로 높게 나타났다. 따라서 초등학생의 프로그래밍 과정이 학습 효과에 큰 영향을 주었다고 볼 수 있다.

• 한국초등과학교육학회지:초등과학교육
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• 제33권4호
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• pp.724-735
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• 2014

The purpose of this study was to confirm correlation between elementary school students' VARK Learning styles test and Scientific Communication Skills through VARK questionnaire (version 7.3) for Youngers and Scientific Communication Skills Test. The subjects were 99 in 6th grade students of an elementary school located in Gyeonggi-do, Korea. The results of this study were as follows: 64% of the students had multiple learning styles, but only 36% of the students preferred a single mode of information presentation. Among students had a single mode preference, the aural ("A") was the highest unimodal preference. Among "V(visual)" mode, "A" mode, "R(read/write)" mode, and "K(kinesthetic)" mode, "A" mode was the commonest learning mode which students had. In Scientific Communication Skills Test, students' overall average was 26.19p [scientific explanation type (11.85p), scientific insistence type (14.34p)]. Girls' scores were higher than boys in scientific explanation type, but not in scientific insistence type. The scores by communication forms were Text (5.67p), Number (6.87p), Table (6.15p), and Picture (7.49p). Girls' scores were higher than boys in Text and Picture forms but not in Number and Table forms. In result of correlation analysis (Spearman's rho) between VARK Learning Styles and the types & forms of Scientific Communication Skills, there were common correlation in "Read/write (R) learning style-Scientific insistence type", "Read/write (R) learning style-Grounds of Scientific insistence", "Read/write (R) learning style-Description of Scientific explanation", and "R learning style-Text form".

• 감성과학
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• 제25권3호
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• pp.107-116
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• 2022

Purpose: Researchers have shown that aesthetic judgments of artworks depend on contexts, such as the authenticity of an artwork (Newman & Bloom, 2011) and an artwork's location of display (Kirk et al., 2009; Silveira et al., 2015). The present study aims to examine whether contextual information related to the creator, such as whether an artwork was created by a human or artificial intelligence (AI), influences viewers' preference judgments of an artwork. Methods: Images of Impressionist landscape paintings were selected as human-made artworks. AI-made artwork stimuli were created using Google's Deep Dream Generator by mimicking the Impressionist style via deep learning algorithms. Participants performed a preference rating task on each of the 108 artwork stimuli accompanied by one of the two creator labels. After this task, an art experience questionnaire (AEQ) was given to participants to examine whether individual differences in art experience influence their preference judgments. Results: Setting AEQ scores as a covariate in a two-way ANCOVA analysis, the stimuli with the human-made context were preferred over the stimuli with the AI-made context. Regarding the types of stimuli, the viewers preferred AI-made stimuli to human-made stimuli. There was no interaction effect between the two factors. Conclusion: These results suggest that preferences for visual artworks are influenced by the contextual information of the creator when the individual differences in art experience are controlled.