• Title/Summary/Keyword: Subjective learning

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Empirical Comparisons of Clustering Algorithms using Silhouette Information

  • Jun, Sung-Hae;Lee, Seung-Joo
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • v.10 no.1
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    • pp.31-36
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    • 2010
  • Many clustering algorithms have been used in diverse fields. When we need to group given data set into clusters, many clustering algorithms based on similarity or distance measures are considered. Most clustering works have been based on hierarchical and non-hierarchical clustering algorithms. Generally, for the clustering works, researchers have used clustering algorithms case by case from these algorithms. Also they have to determine proper clustering methods subjectively by their prior knowledge. In this paper, to solve the subjective problem of clustering we make empirical comparisons of popular clustering algorithms which are hierarchical and non hierarchical techniques using Silhouette measure. We use silhouette information to evaluate the clustering results such as the number of clusters and cluster variance. We verify our comparison study by experimental results using data sets from UCI machine learning repository. Therefore we are able to use efficient and objective clustering algorithms.

Facilitating Adult Learning : The Effects of Scaffolding Strategies and Self-Regulation on Discussion Participation and Performance in Online Learning (온라인 토론학습에서 스캐폴딩과 자기규제가 참여와 수행에 미치는 효과)

  • Kyun, Suna;Kim, Sung Ah;Lee, Jae-Kyung;Lee, Hyunjeong
    • Journal of Information Technology Services
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    • v.14 no.1
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    • pp.115-128
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    • 2015
  • As the life expectancy of human beings gets longer and our society changes into highly competitive arena, the implementation of online adult learning is growing, and therefore the learners in self-regulated scaffolding learning environments is becoming an important topic. This study is to investigate the main effects of scaffolding and self-regulation and the interaction effect on discussion participation and comprehension in online learning environments. To do this, ninety-nine adults taking online learning courses with the open university in Korea were investigated. Adult learners were divided into one of the four groups (no scaffolding, conceptual, strategic, and conceptual and strategic scaffoldings). Regarding self-regulation, learners were divided into two groups (low and high self-regulated) based on the mean score of subjective report of self-regulated learning. The results are as follows : First, 'strategic scaffolding' is more effective than 'conceptual scaffolding' in discussion participation (F=2.772, p < .05) and comprehension test (F=7.156, p < .05). Second, high self-regulated learners more actively participate than low self-regulated learners in discussion (F=6.230, p < .05), and achieve higher scores (F=4.863, p < .05). Third, there is no interaction effect between scaffolding strategies and the level of self-regulation. The theoretical and practical implications of these findings are discussed.

Learning Flow and Fatigue by Circadian Rhythms in College Students (일주기 리듬에 따른 대학생의 학습몰입과 피로)

  • Park, Soonjoo;Kim, Su-In;Nam, Ga-Hyeon;Sung, Je-Hee;Lee, Ju-Won;Cho, Eun-Hee
    • The Journal of the Korea Contents Association
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    • v.14 no.8
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    • pp.319-328
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    • 2014
  • The purpose of this study was to investigate circadian rhythms, learning flow, and fatigue of college students. The differences in learning flow and fatigue according to the type of circadian rhythms were also examined. The study used a descriptive survey research design. The convenience sample consisted of 224 college students from five universities. The data were collected from May to June in 2013 using the following instruments: Morningness-Eveningness Questionnaire-Korean (MEQ-K), Flow State Scale, and Fatigue Assessment Inventory. The participants in the study were mostly put in neither-type (51.8%), and only 4.0% in morning-type. The morning-type students had higher learning flow scores and lower fatigue scores than the night-type students. The types of circadian rhythms measured by MEQ-K were compared to the subjective types of circadian rhythm which was based on the participants' self evaluation. There was a difference in the measured type and the subjective type in 32.1% of the participants. The findings of this study suggest that an intervention program to help college students accurately recognize their circadian rhythms might be effective in improving learning flow and decreasing fatigue.

A Case Study on The Application of Team-Based Learning by Culinary Major University Students to Culinary Skills Subjects (조리실무과목에 대한 조리전공 대학생의 팀기반학습(TBL) 적용사례 연구)

  • Kim, Chan-Woo;Chung, Hyun-Chae
    • The Journal of the Korea Contents Association
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    • v.20 no.5
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    • pp.327-337
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    • 2020
  • This study analyzed subjective cognitive types of culinary majors by applying TBL of cooking practice subjects, and applied Q methodology to multifaceted analysis of subjective cognitive types of learners. For the analysis of the study, interviews were conducted for college students majoring in cooking, and the survey was conducted in the order of constructing the Q population, selecting P-samples, classifying Q, interpreting the results, conclusions, and discussion. A total of four types were derived from the type analysis, and each was named according to its specificity as follows. Type 1 (N = 8): Cooperative Learning Effect Types, Type 2 (N = 8): Problem Solving Ability Effect Types, Type 3 (N = 6): Self Directed Learning Effect Type, Type 4 (N = 6): Individual Practice Preference Type analyzed for each unique feature type. It is expected that through the results of the study, it is expected to provide important implications that can help in the study of similar teaching methods in the future by fostering talents who can increase the needs of the industry and social stress.

A Study on the Variables Impacting Learning Continuation Intention in Students Participating in SW-Education (SW교육에 참가하는 학생의 학습 지속의도에 미치는 변인에 관한 연구)

  • Song, Jeongbeom
    • Journal of The Korean Association of Information Education
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    • v.22 no.1
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    • pp.91-102
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    • 2018
  • The purpose of this study was to identify the variables that influence the intention of students to continue participating in SW education. Based on the TAM and reference to existing research on IT introduction, subjective norms, activity promotion conditions, programming related self-efficacy, perceived easy of use, and perceived usefulness were set as factors. We also tried to identify the structural causality between these factors and the intention to continue learning. The samples of this study were 204 elementary students participating in SW education. We collected our data by conducting web survey with these students for 1 month. Among the eight hypotheses set out in this study, the two hypotheses 'subjective norms will have a positive (+) effect on perceived ease of use' and 'perceived ease of use will have a positive (+) effect on Learning continuation intention' were rejected. The characteristics of the results are as follows. First, perceived ease of use indirectly influences learning intention through mediation of perceived usefulness. Second, in order to increase the intention of continuing learning, programming self-efficacy proved to be the most significant factor. The results of this study suggest that the usefulness of SW education and the programming self-efficacy of students should be improved for effective support of elementary school students' SW education.

Statistical Modeling of Learning Curves with Binary Response Data (이항 반응 자료에 대한 학습곡선의 모형화)

  • Lee, Seul-Ji;Park, Man-Sik
    • Communications for Statistical Applications and Methods
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    • v.19 no.3
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    • pp.433-450
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    • 2012
  • As a worker performs a certain operation repeatedly, he tends to become familiar with the job and complete it in a very short time. That means that the efficiency is improved due to his accumulated knowledge, experience and skill in regards to the operation. Investing time in an output is reduced by repeating any operation. This phenomenon is referred to as the learning curve effect. A learning curve is a graphical representation of the changing rate of learning. According to previous literature, learning curve effects are determined by subjective pre-assigned factors. In this study, we propose a new statistical model to clarify the learning curve effect by means of a basic cumulative distribution function. This work mainly focuses on the statistical modeling of binary data. We employ the Newton-Raphson method for the estimation and Delta method for the construction of confidence intervals. We also perform a real data analysis.

A Qualitative Study on Adult Learners' Learning Experience Typology in Humanities & General Education (성인학습자의 인문교양교육 학습경험 유형화에 관한 질적 연구)

  • Kim, Mi-Jeong;Lee, jung-Hee;Ahn, Young-Sik
    • Journal of Fisheries and Marine Sciences Education
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    • v.25 no.2
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    • pp.510-525
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    • 2013
  • The purpose of this study is to investigate adult learners' experience by studying Humanities & General Education and get to know types and characteristics by classifying their learning experiences. This study uses grounded theory method which is suitable to investigate subjective experiences. In this study, data is collected from 13 adult learners by using Focus Group Interview(FGI) who participate in learning experience of Humanities & General Education of D university in Busan region. The data is categorized by open coding, axial coding and selective coding based on data analysis method of grounded theory and analysis processes. This study provides several outcomes as follows: 113 concepts, 38 subcategories and 16 upper categories are derived through the process of abbreviation and categorization of learning experience of Humanities & General Education. In a process of learning experience, this study shows interrelationship in a frame of paradigm and derives results of a process of abbreviation and categorization casual condition, contextual condition, phenomenon and interaction(help/obstruction factor). Tree types of learning experiences and characteristics are drawn as follows: 1) "Self-realization" is the type who participate in Humanities & General Education with desire of learning and they want to find identity and plan detailed future. 2) "The pursuit of happiness" has less desire on learning than "self-realization" and they are types who participate in Humanities & General Education because of someone else's help and suggestion. 3) "Local community" is the type who participate in Humanities & General Education because they feel necessity of social role and they expect local development based on their interest in local community. Several conclusions and suggestions are provided for further studies.

The Effects of Case-Based Learning Using Video on Clinical Decision Making and Learning Motivation in Undergraduate Nursing Students (비디오활용 사례기반학습이 간호대학생의 임상의사결정능력 및 학습동기에 미치는 효과)

  • Yoo, Moon-Sook;Park, Jin-Hee;Lee, Si-Ra
    • Journal of Korean Academy of Nursing
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    • v.40 no.6
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    • pp.863-871
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    • 2010
  • Purpose: The purpose of this study was to examine the effects of case-base learning (CBL) using video on clinical decision-making and learning motivation. Methods: This research was conducted between June 2009 and April 2010 as a nonequivalent control group non-synchronized design. The study population was 44 third year nursing students who enrolled in a college of nursing, A University in Korea. The nursing students were divided into the CBL and the control group. The intervention was the CBL with three cases using video. The controls attended a traditional live lecture on the same topics. With questionnaires objective clinical decision-making, subjective clinical decision-making, and learning motivation were measured before the intervention, and 10 weeks after the intervention. Results: Significant group differences were observed in clinical decision-making and learning motivation. The post-test scores of clinical decision-making in the CBL group were statistically higher than the control group. Learning motivation was also significantly higher in the CBL group than in the control group. Conclusion: These results indicate that CBL using video is effective in enhancing clinical decision-making and motivating students to learn by encouraging self-directed learning and creating more interest and curiosity in learning.

A Study on the use factor of the Cyber Home Learning Service (학습자의 사이버 가정학습 사용 요인에 관한 분석 연구)

  • Heo, Gyun
    • Journal of Internet Computing and Services
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    • v.9 no.3
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    • pp.159-167
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    • 2008
  • The purpose of this study is finding factors affecting the students' use of the Cyber Home Learning Service System and exploring the direction of this system. It is based on the TAM(Technology Acceptance Model) and the result of the previous studies, six external and three internal factors influencing the sue of Cyber Home Learning Service System were extracted. The participants were 201 elementary school students in Pusan. The response of the questionnaire was gathered by online survey system. To analyze the data and the hypothesis, multiple regression and factor analysis were explored. The result indicated that (a) "usefulness" and "future-intention" affected statically to the use, (b) "usefulness" to the future-intention, (c) "subjective judgement", "fun", and "ease of use" to the usefulness, (d) "self-efficiency" and "contents quality" to the ease of use.

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Application of Problem-Based Learning(PBL) for Students' Practice in Maternity Nursing (모성간호학 실습에서의 문제바탕학습(PBL) 적용과 평가)

  • Kim, Yun-Mi;Park, Young-Sook;Chung, Chae-Weon;Kim, Moon-Jeong
    • Women's Health Nursing
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    • v.12 no.4
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    • pp.326-337
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    • 2006
  • Purpose: This study was done to apply a PBL module for students' practice in maternity nursing. Method: Two PBL module scenarios were made for clinical cases in antepartum, intrapartum, and postpartum nursing care. A total of 70 senior nursing students of S university were enrolled in this module for their scheduled 3 weeks of practice. A structured questionnaire and subjective statements were collected for evaluation. Result: The students' perceptions of PBL were found to be effective in encouraging motivation and interest in studying, absorbing practical knowledge better, and learning through interaction with tutors. They became more confident, active, and positive throughout the PBL experiences while a lack of time for learning was a limitation. Conclusion: PBL is considered a method that can strengthen nursing students' abilities to adjust to clinical situations in maternity areas. It is recommended to expand PBL in nursing practice courses and develop various scenarios and qualified tutors.

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