• Title/Summary/Keyword: Meta-learner

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Exploring the Conceptual Elements and Meaning of Meta-affect in Mathematics Learning (수학 학습 메타 정의의 개념 요소와 의미 탐색)

  • Son, Bok Eun;Ko, Ho Kyoung
    • Communications of Mathematical Education
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    • v.35 no.4
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    • pp.359-376
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    • 2021
  • In this study, in accordance with the research trend that the learner's emotions expressed positively or negatively in mathematics learning or the learner's beliefs and attitudes toward mathematics learning affect the results of mathematics learning, the learner's emotions and affective factors are analyzed in the learner's own learning. A power that can be adjusted according to a goal or purpose is needed, and I tried to explain this power through meta-affect. To this end, the meaning of the definitional and conceptual factors of meta-affect was explored based on prior studies. Affective factors of meta-affect were viewed as emotions, attitudes, and beliefs, and conceptual factors of meta-affect were viewed as awareness, evaluating, controlling, utilization, and monitoring, and the meaning of each conceptual factor was also defined. In this study, the conceptual factors and meanings of meta-affect in terms of using them to help in learning mathematics by controlling them, beyond the identification or examination of the characteristics of the affective factors, which are meaningfully dealt with in the field of mathematics education.

The Analysis of Learner탐s Variables Affecting on Scientific Reasoning and Science Process Skills (과학 추론능력과 과학 탐구능력에 영향을 미치는 학습자 변인 분석$^{1)}$ )

  • 김영신;정완호;이진희
    • Journal of Korean Elementary Science Education
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    • v.20 no.1
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    • pp.1-7
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    • 2001
  • The purpose of this study is to examine the learner's variables affecting on scientific thinking and scientific process skills. To study this purpose, through the procedure study, the learner's variables were divided into cognitive variable, ego variable, and affective variable, then the questionaire survey through the reconstruction of standardization instrument was made over 120 elementary school fifth grade student in Seoul, Anyang, and Pajoo. The results of this study were as follows: 1) The learner's variables affecting on scientific thinking were cognitive variable and for female students, also affect affective variable. The subordinated catagories of statistically significant degree of explanation were achievement motivation, cognitive level, and cognitive style and another statistically significant correlation were meta-cognition, self regulated learning, self efficacy, and muliple intelligence. 2) The learner's variables affecting on science process skills were cognitive variable and affective variable. And the subordinated catagories of statistically significant degree of explanation were achievement motivation, and cognitive level. And another statistically significant correlation were meta-cognition, self regulated loaming, self efficacy, multiple intelligence, and attribution.

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A Quest of Design Principles of Cognitive Artifacts through Case Analysis in e-Learning: A Learner-Centered Perspective

  • PARK, Seong Ik;LIM, Wan Chul
    • Educational Technology International
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    • v.10 no.1
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    • pp.1-23
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    • 2009
  • Learners are often posited in a paradoxical situation where they are not fully involved in decision making processes on how to learn, in designing their tools. Cognitive artifacts in e-learning are supposed to effectively support learner-centered e-learning. The purpose of the study is to analyze cases of cognitive artifacts and to inquire those design principles for facilitating the learner-centered e-learning. Four research questions are suggested: First, it will be analyzed the characteristics of learners with respect to design of cognitive artifacts for supporting the learner-centered e-learning. Second, characteristics of four cases to design cognitive artifacts in learner-centered e-learning environment are analyzed. Third, it will be suggested the appropriate design principles of cognitive artifacts to facilitating learner-centered learning in e-learning environment. Four cases of cognitive artifacts design in learner-centered e-learning was identified as follows: Wiki software as cognitive artifacts in computer-supported collaborative learning; 'Play Around Network (PAN)' as cognitive artifact to monitor learning activities in knowledge community; Knowledge Forum System (KFS) as a cognitive artifact in knowledge building; cognitive artifacts in Courses-as-seeds applied meta-design. Five design principles are concluded as follows: Promoting externalization of cognitive artifacts to private media; Helping learners to initiate their learning processes; Encouraging learners to make connections with other learners' knowledge building and their cognitive artifacts; Promoting monitoring of participants' contributions in collaborative knowledge building; Supporting learners to design their cognitive artifacts.

Interaction Patterns in Distance Only Mode e-Learning

  • SUNG, Eunmo
    • Educational Technology International
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    • v.10 no.2
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    • pp.127-143
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    • 2009
  • The purpose of this study was to identify the interaction patterns in distance only mode e-Learning. In order to investigate this study, messages shown in the electronic notice board were analyzed to see how interaction occurs between teacher and learner or learner and learner under the e-learning of cyber university. To analyze messages was applied according to the framework by Henri's contents analysis model. As a result of contents analysis on electronic board, the participative dimension was 399 messages. A learner put on 7~8 messages a day. The number of messages was low compared to the number of learners, but the number of inquiries was about 140. That means that each learner contacts and checks messages at least once a day. The meaning dimension was 600 units. The main interaction patterns were Interactive-social-cognitive-metacognitive. This means that e-Learning in distance only mode leads a positive attitude of learners as a self-directed learning, and needs teacher's well-structured instructional strategies for increasing interaction. In conclusion, social dimension and interactive dimension of messages support learners psychologically in the process of learning though they directly guide learning under the circumstances of e-learning lacking face-to-face element. It can be interpreted that the teacher's role is significantly important in order to attract learners' positive participation and cognitive and meta-cognitive dimension of messages and activities

Analysis of characteristics from meta-affect viewpoint on problem-solving activities of mathematically gifted children (수학 영재아의 문제해결 활동에 대한 메타정의적 관점에서의 특성 분석)

  • Do, Joowon;Paik, Suckyoon
    • The Mathematical Education
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    • v.58 no.4
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    • pp.519-530
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    • 2019
  • According to previous studies, meta-affect based on the interaction between cognitive and affective elements in mathematics learning activities maintains a close mechanical relationship with the learner's mathematical ability in a similar way to meta-cognition. In this study, in order to grasp these characteristics phenomenologically, small group problem-solving cases of 5th grade elementary mathematically gifted children were analyzed from a meta-affective perspective. As a result, the two types of problem-solving cases of mathematically gifted children were relatively frequent in the types of meta-affect in which cognitive element related to the cognitive characteristics of mathematically gifted children appeared first. Meta-affects were actively acted as the meta-function of evaluation and attitude types. In the case of successful problem-solving, it was largely biased by the meta-function of evaluation type. In the case of unsuccessful problem-solving, it was largely biased by the meta-function of the monitoring type. It could be seen that the cognitive and affective characteristics of mathematically gifted children appear in problem solving activities through meta-affective activities. In particular, it was found that the affective competence of the problem solver acted on problem-solving activities by meta-affect in the form of emotion or attitude. The meta-affecive characteristics of mathematically gifted children and their working principles will provide implications in terms of emotions and attitudes related to mathematics learning.

A Causal Recommendation Model based on the Counterfactual Data Augmentation: Case of CausRec (반사실적 데이터 증강에 기반한 인과추천모델: CausRec사례)

  • Hee Seok Song
    • Journal of Information Technology Applications and Management
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    • v.30 no.4
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    • pp.29-38
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    • 2023
  • A single-learner model which integrates the user's positive and negative perceptions is proposed by augmenting counterfactual data to the interaction data between users and items, which are mainly used in collaborative filtering in this study. The proposed CausRec showed superior performance compared to the existing NCF model in terms of F1 value and AUC in experiments using three published datasets: MovieLens 100K, Amazon Gift Card, and Amazon Magazine. Compared to the existing NCF model, the F1 and AUC values of CausRec showed 1.2% and 2.6% performance improvement in MovieLens 100K data, and 2.2% and 10% improvement in Amazon Gift Card data, respectively. In particular, in experiments using Amazon Magazine data, F1 and AUC values were improved by 11.7% and 21.9%, respectively, showing a significant performance improvement effect. The performance of CausRec is improved because both positive and negative perceptions of the item were reflected in the recommendation at the same time. It is judged that the proposed method was able to improve the performance of the collaborative filtering because it can simultaneously alleviate the sparsity and imbalance problems of the interaction data.

A Meta-Analysis on the Effectiveness of Smart-Learning (스마트러닝 효과성 메타분석 연구)

  • Han, Sang-Jun;Kim, Hwa-Sung;Heo, Gyun
    • Journal of Fisheries and Marine Sciences Education
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    • v.26 no.1
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    • pp.148-155
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    • 2014
  • The purpose of this research was to analyze the effects of smart learning. By using meta analysis method, twenty MA and Ph.D degree papers published from 2006 to 2013 were analyzed and 104 effect sizes were calculated. Followings were the results of the research: (a) Smart learning turned out to be more statistically effective comparing to traditional education. The total mean effect size was .886 and the value of U3 was 66.53%. (b) All effect size of sub dependent variables(ie, academic achievement, learning satisfaction, learning attitude) were also effective by adapting smart learning. (c) The moderated variables likes learner characteristics, learning content, and interaction had high effect sizes. Operation system variable had a low effect size but it was not significant.

A Study on the School Library Assisted Instruction as a Practical Element of Constructivism (구성주의 교육방법의 구현요소로서의 학교도서관 활용수업에 관한 연구)

  • Suh, Jin-Won
    • Journal of Korean Library and Information Science Society
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    • v.42 no.2
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    • pp.215-236
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    • 2011
  • I studied on the relations of constructivism and school library assisted instruction in this paper. Constructivism is the most important goal of the modern schooling. In constructivism they insist that knowledge is constructed by the learner individually and subjectively. So in constructivism they focus their attention on setting authentic environment of learning for each individual learner. Constructivism was developed into the learner-centered instruction in schooling nowadays. In constructivism the following instructions are very important for achievement its' goal ; problem based learning, project based learning, discussion based learning etc. These instructions are supported commonly by resource based learning. Educational resources are managed in school library totally. School library assisted instruction is the most effective one for resource based learning. And information literacy instruction by teacher librarian relates closely meta cognitive learning of reflections in constructivism. School library assisted instruction is the essential element for the practice of constructivism in schooling.

A Design of Smartphone Meta-Data for SCORM Application in Ubiquitous Environment (유비쿼터스 환경에서의 SCORM 활용을 위한 스마트폰 메타데이터 설계)

  • Byun, Jeong-Woo;Han, Jin-Soo;Jeong, Hwa-Young
    • Journal of Advanced Navigation Technology
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    • v.13 no.6
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    • pp.854-860
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    • 2009
  • Ubiquitous is a new computing environment with IT technology and information communication, and appling various equipments likes PDA and application parts. Recently, user's using environment is changing to smart phone and is expanded learning tools to learner without educational environment. Thus, in this paper, we designed SCORM based meta-data to use smart phone. For this purpose, we made U-learning server and smart phone process server that is to handling with existence LMS and SCORM. To apply smart phones characteristics that have different ones each other, meta-data was able to have some resource information as like CPU, screen size and memory. The meta-data adapter could be process the characteristics.

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Relationship among meta-cognition, learning strategy, and self-directedness of dental hygiene students (치위생과 학생의 메타인지, 학습전략 및 자기주도성과의 관계)

  • Lee, Chun-Sun;Lee, Sun-Mi;Kim, Chang-Hee
    • Journal of Korean society of Dental Hygiene
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    • v.20 no.2
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    • pp.221-232
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    • 2020
  • Objectives: The aim of this study was to suggest a method for training students majoring in dental hygiene with a sense of professionalism by identifying meta-cognition, efficient learning strategies, and self-directedness necessary to become a spontaneous, self-controlled learner. Methods: A survey was conducted on 316 students majoring in dental hygiene, and collected data were analyzed using SPSS, version 23.0. A post-hoc analysis was performed using descriptive statistics, t-test, analysis of variance, and Duncan's multiple range test, and Pearson's correlation coefficient was used to assess the relationship among meta-cognition, learning strategy, and self-directedness. Results: The meta-cognition, learning strategy, and self-directedness scores of students majoring in dental hygiene were 3.25, 3.08, and 3.12, respectively. Meta-cognition was significant because the grade was lower, and the previous semester grade and major satisfaction were higher. Learning strategy was significant because the previous semester grade and major satisfaction were higher among general high school students. Self-directedness was significantly low in students whose self-conviction score was below 2.0 in terms of the previous semester grade and significantly high with high self-satisfaction. Conclusions: Instructors at the dental hygiene department should acknowledge the importance of meta-cognition, find various teaching methods to improve learning strategy, and encourage students to participate in class by enhancing self-directedness in learning.