• Title/Summary/Keyword: Learning style

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Optimization of attention map based model for improving the usability of style transfer techniques

  • Junghye Min
    • Journal of the Korea Society of Computer and Information
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    • v.28 no.8
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    • pp.31-38
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    • 2023
  • Style transfer is one of deep learning-based image processing techniques that has been actively researched recently. These research efforts have led to significant improvements in the quality of result images. Style transfer is a technology that takes a content image and a style image as inputs and generates a transformed result image by applying the characteristics of the style image to the content image. It is becoming increasingly important in exploiting the diversity of digital content. To improve the usability of style transfer technology, ensuring stable performance is crucial. Recently, in the field of natural language processing, the concept of Transformers has been actively utilized. Attention maps, which forms the basis of Transformers, is also being actively applied and researched in the development of style transfer techniques. In this paper, we analyze the representative techniques SANet and AdaAttN and propose a novel attention map-based structure which can generate improved style transfer results. The results demonstrate that the proposed technique effectively preserves the structure of the content image while applying the characteristics of the style image.

Comparative Study on English Proficiency of Children of ESL(English as a Second Language) & EFL(English as Foreign Language) Learning Programs (ESL과 EFL학습프로그램에 의한 아동 영어능력 비교연구)

  • Yoon, Eu-Gene;Chong, Young-Sook
    • Korean Journal of Human Ecology
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    • v.14 no.6
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    • pp.961-972
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    • 2005
  • The purpose of this study is to investigate the improvement of English proficiency of children in the ESL and EFL learning style classrooms through the experiment method. The results of this research are as follows: first, the scores of listening and speaking and the perception of alphabets in the ESL program are higher than that in the EFL program. This means that learning in the ESL style classroom is the better way to improve English skills than in the EFL style classroom, which is common in Korea. Second, there is no difference in the English listening and speaking skills and the perception of the English alphabets between the two gender groups in the ESL & EFL style classrooms. These results suggest that the target language may be used in the English classrooms by the teachers and the students with the materials, books, and equipment are English. Teachers are expected to be in charge of playing decisive roles as demonstrators of speech, models and correctors of pronunciation and providers of materials including TV, VCR, CD players, and cassette recorders, etc.

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Academic Achievement, Self-directed Learning, and Critical Thinking Disposition According to Learning Styles of Nursing Students (일 대학 간호대학생의 학습유형에 따른 학업성취도, 자기주도적 학습능력 및 비판적 사고성향)

  • Yang, Sun-Hee;Ha, Eun-Ho;Lee, Og-Cheol;Sim, In-Ok;Park, Young-Mi;Nam, Hyun-A;Kim, Jeong-Sook
    • Journal of Korean Academy of Fundamentals of Nursing
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    • v.19 no.3
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    • pp.334-342
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    • 2012
  • Purpose: This descriptive study was done to identify the academic achievement, self-directed learning (SDL), and critical thinking disposition (CTD) of nursing students according to their learning styles. Method: The participants were 240 nursing students. Data were collected using structured questionnaires which included Kolb's Learning Style Inventory, Academic Achievement in Fundamental Nursing and Health Assessment, Self Directed Learning Readiness Scale, and California Critical Thinking Disposition Inventory. Data were analyzed using ${\chi}^2$ test, ANOVA, Pearson' correlation coefficients, and Spearman rank correlation coefficient. Results: One third of respondents were shown to be Convergers in their learning style (33.3%). The Academic Achievement of students who were Convergers was significantly higher than those who were Divergers or Accommodators (F=5.95, p=.001). The SDL and CTD of students who were Convergers were significantly higher than Divergers and Assimilators (F=9.67, p<.001 and F=8.42, p<.001). No significant correlations were found between Academic Achievement and SDL or CTD, but a statistically significant positive correlation was found between SDL and CTD (r=.68, p<.001). Conclusion: The findings of this study indicate that learning style influences academic achievement, SDL and CTD.

The relationship between non-cognitive student attributes and academic achievements in a flipped learning classroom of a pre-dental science course

  • Kim, Minsun;Roh, Sangho;Ihm, Jungjoon
    • Korean journal of medical education
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    • v.30 no.4
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    • pp.339-346
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    • 2018
  • Purpose: The purpose of this study was to examine whether non-cognitive student attributes such as learning style and personality type affected academic performance in a flipped learning classroom of a pre-dental undergraduate science course. Methods: 'Biodiversity and Global Environment,' a 15-week, 3-credit course, was designed as a flipped class in Seoul National University School of Dentistry in 2017. Second-year pre-dental students were required to enroll in the course and to engage in online learning and in-class discussion. The Kolb's Learning Style Inventory and the Myers-Briggs Type Indicator were conducted to measure non-cognitive student factors. Independent samples t-test and multivariate regression analyses were used to examine the relationships between self-rated measurements and academic achievement. Results: More than half of the students enrolled in the flipped science course had an assimilator learning style (50%), followed by convergers (24%), accommodators (16%), and divergers (10%), and their personality types were dominated by the introverted, sensing, thinking, and judging types, respectively. Examining group differences using the t-test demonstrated a significant relationship between the diverger group and higher academic success. In particular, the multivariate regression analysis indicated that both thinking types and female students performed better in discussion than feeling types and male students. Conclusion: To operate the flipped learning classroom more effectively in medical and dental education, the instructor should carefully develop and apply a more tailored facilitation and relevant assessment by considering student learning styles and personality types.

A Comparison Study of College Student Pilots' Learning Styles in Flight Training School: applying Kolb's Learning Style Model (국내·외 학생조종사들의 비행훈련 학습양식 비교 연구: Kolb 학습양식 모델을 적용하여)

  • Hwang, Jae-Kab;Lee, Gun-Young;Yoon, Han-Young
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.22 no.1
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    • pp.197-207
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    • 2021
  • According to the analysis of Kolb's learning style, Korean university student pilots interpret and attach meaning to themselves. Moreover, as the school year progresses, they enter the flight-training course with a 100 % diverger style, which is a variety of thoughts and imaginative learning styles. As the school year progresses, some changes occur with accommodator (11.1%) and assimilator (15.9%) styles. On the other hand, most students remain as the diverger style (71.4%). In the case of U.S. student pilots, most in first-year are assimilator (35.5%) and converger (24.3%) styles, and the proportion of the converger style increases as the senior year is approached. In the first grade, most Chinese student pilots are assimilators (41.5%) and convergers (28.4%), but in the higher grade, the proportion of assimilators and convergers decrease, and the proportion of diverger styles increases dramatically. In the fourth grade, the accommodator was similar to the first grade, but the converger style continued to decrease (41.5% in the first grade and 27.0% in the fourth grade).

A Study on Learners' Perceptions and Learning styles of Task Research (R&E) conducted by Science High School Students

  • Dong-Seon Shin;Jong Keun Park
    • International Journal of Advanced Culture Technology
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    • v.11 no.4
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    • pp.286-294
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    • 2023
  • We studied learners' perceptions and learning styles of project research activities in the chemical field conducted by 54 science high school students. In a survey of students' perceptions of task research, positive responses were found in "internal motivation," "cooperation," "task solving," and "tenacity and immersion," and statistically significant differences were found in "self-directedness," "cooperation," and "tenacity and immersion" by year. The 'lower' group responded most positively in the 'cooperation' category, and the 'higher' group responded most positively in the 'task solving' category. As a result of investigating the learning styles of the students who conducted the task research, it was found in the order of assimilator, converger, accommodator, and diverger. The assimilators showed the characteristic of systematically and scientifically approaching the problem. Convergers were found to have excellent problem-solving and decision-making ability, are practical, and have experimental-based thinking characteristics. In this study, the characteristics of science high school students showed well in the results of the learning style performed.

An Analysis of Differences in Motivation, Self-regulation Strategy use, Learning Style Preference among High, Medium, Low Achievers in an Online Gifted Program (온라인 영재교육 프로그램 성취 수준에 따른 학생의 동기, 자기조절전략, 학습양식 차이 분석)

  • Chae, Yoojung;Lee, Sunghye
    • Journal of Gifted/Talented Education
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    • v.25 no.6
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    • pp.905-926
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    • 2015
  • This study examined differences among high, medium, and low achievers' motivation, self-regulation strategy, and learning style in an online gifted program. The sample included 788 middle and high school students who participated in the 3-months online gifted program. Participants volunteerly completed 60 questions on their motivation, self-regulation strategy use, and learning style. Multivariate analysis of variance(MANOVA) was conducted for data analysis using SPSS 19.0. The results of this study showed that (1) as levels of students' achievement increased, levels of intrinsic motivation increased as well; (2) statistically significant differences also existed on the levels of elaboration strategy, effort management, and time management strategy use among three levels of achievement and (3) no significant differences in students' learning style preference were found between competitive or cooperative learning style. To sum up, high achieving students' levels of intrinsic motivation, elaboration strategy, effort management strategy, and time management strategy use were the highest compared to medium and low achieving students.

Verification of the Difference in Project Completing Abilities Depending on a Learning Style using an Educational Programming Language (교육용 프로그래밍 언어를 활용한 학습에서 학습양식에 따른 프로젝트 완성 능력의 차이 검증)

  • Jang, Yun-Jae;Kim, Ja-Mee;Lee, Won-Gyu
    • The Journal of Korean Association of Computer Education
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    • v.14 no.1
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    • pp.1-12
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    • 2011
  • Educational Programming Language has been reported to expand thinking ability and to give help in creative problem solving ability by numerous researches. Researchers are verifying the educational effects of EPL by applying it to various area, but researches in effective application of EPL is yet incomplete. Thus, for effective application of EPL, this research has verified the project completing ability depending on studying style targeted to college senior students. As results of verification, first, the results showed significant differences in project completing abilities depending on information processing methods, and learners who preferred self-reflecting introspection showed high scores. Second, in learning style the divergers showed the highest scores. This research suggested the necessity of guidance and detailed planning of self-reflecting introspective activity in ideas that would be realized by learners through searching for factors that could enhance the degree of project completion in programming learning using EPL.

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The Correlation between the Type of Anxiety and the Favorite Singer's Clothing -With the middle schoolgirl- (불안유형과 좋아하는 가수의 의상간의 상관연구-여자중학생을 중심으로-)

  • 이인자
    • Journal of the Korean Society of Costume
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    • v.45
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    • pp.133-146
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    • 1999
  • Because adolescents are much inflicted with the sense of obsession in endless competition with their feers the costume of the pop singers relieving this agony and anxiety is becoming the object of immitation more than that of any oother entertainer. In this perspective it was thought that it was very necessary to attempt to investigate what relationship sense of mental anxiety the costume singers recently have worn had with adolescents sense of anxiety. The anxiety questionnaire used by Chu Young-sook and Kim Jung-hui and the questionnaire drawn up as the result- of the pilot-test and the pre-test were used and the questionnaires drawn up by a total of 228 middle schoolgirls in seoul were used a sfinal data of annalysis. Of them the anxiety questionnaire was made up of 8 sub-scales such as classic·social·morbid·learning examination·school record·poverty·war and other to anxieties. in order to survey the overall content concerning the costume of the singers preferred by teenagers the other questionnaire presented three vaiables such as musicality fashionability and dance as the distinct characteristics of singers and hiphop style tidy style and sexy style of clothing as the style of clothing preferred of singers' clothing. The importance fashionability and imitability of clothing were investigated as variables in relation to singers' clothing behavior. The SPSS PC+ program was used as the analytic method of data which were tested by the frequency analysis Duncan's multiple anaylsis of variance t-test and so on. As a result of investigation middle schoolgirls having a high level of learning and examinatior anxieties preferred the singers excellent in musicality while middle schoolgirls having a lower level of classic anxiety preferred the singers excellent in fashionability and dance wearing the hiphop style of clothing. And it was shown that middle schoolgirls having a lower level of classic anxiety preferred the singers wearing the clothing of sexy style. In the light of these results it was shown that there was the correlation between anxiety and clothing preference. Accordingly it is thought that the purpose of this study was achieved to some exent.

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Efficient teaching behavior in lecture-style instruction of dental hygiene (치위생과 강의식 수업에서 효과적인 교수행동)

  • Jung, Young-Ran;Hwang, Sun-Hee;Ahn, Se-Youn;Sim, Soo-Hyun;Han, Hwa-Jin;Choi, Hye-Sook
    • Journal of Korean society of Dental Hygiene
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    • v.12 no.1
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    • pp.189-200
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    • 2012
  • Objectives : The purpose of this study was to examine what teaching behavior would have a good effect on learners in lecture-style instruction in the department of dental hygiene. Methods : The subjects in this study were 650 students who were in the three-year department of dental hygiene at four colleges in Gyeonggi Province and Chungcheong Province. After a survey was conducted, frequency analysis and ANOVA were utilized to analyze the collected data. The findings of the study were as follows. Results : The students put the highest value on knowledge among the factors of teaching behavior irrespective of their academic year, academic standing and learning style, followed by skills and attitude. Out of every subfactor, they set the highest value on a sense of humor regardless of their academic year, academic standing and learning style, and put the lowest value on the attitude factor such as enthusiasm. There were differences among the students in evaluation of the factors of teaching behavior according to academic year, and the students whose academic year was higher set a higher value on the factors of teaching behavior. There were no differences according to their academic standing and learning style. Conclusions : The dental hygiene students viewed the knowledge factor as the effective factor of teaching behavior, and regarded a sense of humor as the best subfactor. Although the attitude factor like enthusiasm is important, it seemed that the students hoped for the kind of instruction that would be delightful, intriguing and clearly convey what to learn.