• Title/Summary/Keyword: learning support system

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Web-based E-learning System Supporting an Effective Self-directed Learning Environment (효과적인 자기주도적 학습 환경을 지원하는 웹 기반 이-러닝 시스템)

  • Kim, Mi-Hye
    • The Journal of the Korea Contents Association
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    • v.11 no.9
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    • pp.524-535
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    • 2011
  • For success in E-learning, support from a learning environment that enables learners to perform self-directed learning more effectively is assumed. However, most existing e-learning systems do not maximize the improvement in learners' self-regulated learning ability because they only partially accommodate factors that can facilitate self-directed learning. In this paper, a web-based e-learning system is designed and proposed that enables support of an enhanced self-directed learning environment by providing various learning methods, evaluation methods, learning content levels, and strategies for learning motivation in various conditions, and synthetically reflecting them. To validate the effectiveness of the proposed system, it was applied to the subject of data structures in a university course, and an online survey was conducted with the students. The results indicated that the proposed system can support a learning environment in which students can perform more effective self-directed learning, enhancing their learning ability.

Development and Effect Analysis of a Learning Support System for Underachievers Using Psychological Learning Style Tests (학습 스타일 심리검사를 이용한 부진아 학습 지원 시스템의 개발 및 효과 분석)

  • Lee, Jong-Suk;Jang, Eun-Sill;Lee, Yong-Kyu
    • Journal of The Korean Association of Information Education
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    • v.11 no.3
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    • pp.299-306
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    • 2007
  • It is urgent to have learning support for children with learning disability according to the survey made by the government educational organization. To this end, we developed a learning support system for children with learning disability. First, the system diagnoses the children with learning disability using a decision tree based on the pre-test results. Secondly, it supports for children with learning disability one of audio-, vision- and tactility-oriented learning types according to the results from the psychological learning style test. Thirdly, one-to-one study is supported for failed students at the achievement test. For the evaluation of the system, the children with disability were divided into an experimental group and a control group and the educational achievement was evaluated. We found that 10% on the average was improved in case that learning was made after the psychological test for learning styles.

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Constructing a Standard Clinical Big Database for Kidney Cancer and Development of Machine Learning Based Treatment Decision Support Systems (신장암 표준임상빅데이터 구축 및 머신러닝 기반 치료결정지원시스템 개발)

  • Song, Won Hoon;Park, Meeyoung
    • Journal of the Korean Society of Industry Convergence
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    • v.25 no.6_2
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    • pp.1083-1090
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    • 2022
  • Since renal cell carcinoma(RCC) has various examination and treatment methods according to clinical stage and histopathological characteristics, it is required to determine accurate and efficient treatment methods in the clinical field. However, the process of collecting and processing RCC medical data is difficult and complex, so there is currently no AI-based clinical decision support system for RCC treatments worldwide. In this study, we propose a clinical decision support system that helps clinicians decide on a precision treatment to each patient. RCC standard big database is built by collecting structured and unstructured data from the standard common data model and electronic medical information system. Based on this, various machine learning classification algorithms are applied to support a better clinical decision making.

Scientifically Gifted Students' Perception of the Learning Support System based on Korea Science Academy Survey (과학영재학교의 학습 지원 체제 유용성에 대한 학생들의 인식 : 한국과학영재학교를 중심으로)

  • Bae, Sae-Byok;Kim, Kyoung-Dae;Kang, Soon-Min;Yune, So-Jung
    • Journal of The Korean Association For Science Education
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    • v.29 no.5
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    • pp.552-563
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    • 2009
  • The purpose of this study is to investigate the students' perception of the learning support system of Korea Science Academy and to propose improvements to it. The impact of the science learning support system on 129 gifted students in Korea Science Academy (KSA) was estimated by using Likert-type items and the multiple-choice method approach for more comprehensive evaluation. The results of our investigation are as follows: First, the learning support system of KSA appears globally useful to the students. The list of educational usefulness to the students comprises, in the decreasing order of utility, classroom work, Internet, lab activities, reading rooms, library, research meetings and clubs, academic advisors (AA), SAF (Science Academy Fair), e-learning system, and finally colloquia by invited lecturers. Second, what the gifted students hope for in the realm of learning support from KSA are learning guides by subject teachers, presentation skill program, the constructions of on/off-line learning communities, etc. It seems that the results of this study would be helpful in improving the learning support system, and will provide useful information for planning the direction of future science-gifted education programs at the high-school level.

Analysis on University Lifelong Education System Support Project From the Perspective of Adult Empowerment Enhancement (성인 임파워먼트 증진 관점에서 본 대학의 평생교육체제 지원 분석)

  • Hwang, Jae-Yeon
    • Journal of the Korea Convergence Society
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    • v.9 no.11
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    • pp.245-252
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    • 2018
  • With the emergence of lifelong learning society and the decrease in school-age population, structural changes of universities are lead to an adult-friendly university system reform. Since 2008, university-based lifelong education activation projects, such as the lifelong learning-centered university cultivation project and the lifelong learning college project have been accelerated as a university lifelong education system support project that integrated both projects in 2015. This study analyzed the present status of university lifelong education system support project management, according to four analysis frameworks; adult-friendly curriculum, adult learner support system, evaluation of diverse learning performances, and empowerment of adult learners, based on adults' learning desire for higher education in a lifelong learning society. University lifelong education system reform suggests to aim at promotion of empowered adult learners, who give themselves positions and roles, through cultural adaptation and integration between generations.

A P2P-Based Experience Learning Support System for U-Learning (U-러닝을 위한 P2P 기반 체험학습 시스템)

  • Choi Seung-Kwon;Hwang Thomas;Cho Yong-Hwan;Lee Jun-Hee
    • The Journal of the Korea Contents Association
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    • v.5 no.6
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    • pp.309-318
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    • 2005
  • Learners show lower cooperation and responsibility at e-Learning(Electronic Learning) than face-to-face learners in class. Accordingly the LMS(Learning Management System) focus on collaborative learning design in order to promote the learner's interaction. In this paper, the Experience Learning Support System with JXTA-based P2P(Peer-to-Peer) architecture is proposed for an effective collaborative learning and a blended learning. It intends learners to develop a self-leading learning ability and a creative problem-solving ability through experience learning object's sharing. The experimental results described that the proposed system was more effective in an enhancing learner's learning ability and a cooperative learning than existing system.

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Consensus of Corporate e-Learning System Stakeholders Regarding the Satisfaction of End-Users (기업 이러닝시스템 성과에 대한 이해관계자 인식 부합 관점의 연구)

  • Kim, Jae-Sik;Yang, Hee-Dong;Um, Hye-Mi;Kim, Jae-Kyoung
    • Asia pacific journal of information systems
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    • v.15 no.4
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    • pp.27-60
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    • 2005
  • The purpose of this study is to call attention to the consensus of stakeholders of corporate e-Learning system for the sake of its success. We identified the critical success factors(contents, technical features, management, and organizational support) as major components of corporate e-Learning systems and questioned whether stakeholders' consensus on the importance of these components facilitates the successful implementation of these components. We also questioned whether the influence of these components on user satisfaction could be moderated by contextual factors. Based on empirical testing of 18 e-Learning user companies, we verified that the consensus of stakeholders regarding the importance of content, technological features, and organizational support has a positive influence on the perceived quality of these factors in their e-Learning systems, which in turn is positively related to user satisfaction. The learning subjects and learning style did significantly moderate the influences of these perceived qualities on user satisfaction.

Field-Learning Support System Using Web and Mobile (웹과 모바일을 연동한 현장체험학습 지원시스템)

  • Min, Yoon-Kyung;Choi, Byoung-Ju
    • The Journal of Korean Association of Computer Education
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    • v.9 no.5
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    • pp.53-64
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    • 2006
  • This paper proposes show how to support the field-learning by using web and mobile system. This Web Mobile system is to help the users plan, carry out and evaluate a field learning. Usually the field-learning is going through three steps: preparation, actual field activity and post-evaluation activity. The proposing Web-Mobile system supports an integrated methodology to more effectively help, lead and manage this three step field-learning, This effective approach will help the learners develop their creativity, self-control and partnership to each other.

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Power Quality Disturbances Identification Method Based on Novel Hybrid Kernel Function

  • Zhao, Liquan;Gai, Meijiao
    • Journal of Information Processing Systems
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    • v.15 no.2
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    • pp.422-432
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    • 2019
  • A hybrid kernel function of support vector machine is proposed to improve the classification performance of power quality disturbances. The kernel function mathematical model of support vector machine directly affects the classification performance. Different types of kernel functions have different generalization ability and learning ability. The single kernel function cannot have better ability both in learning and generalization. To overcome this problem, we propose a hybrid kernel function that is composed of two single kernel functions to improve both the ability in generation and learning. In simulations, we respectively used the single and multiple power quality disturbances to test classification performance of support vector machine algorithm with the proposed hybrid kernel function. Compared with other support vector machine algorithms, the improved support vector machine algorithm has better performance for the classification of power quality signals with single and multiple disturbances.

Component based Self-Directed E-Learning System using Item Revision Difficulty (문항교정난이도를 이용한 컴포넌트 기한의 자기 주도적 E-Learning 시스템)

  • Jeong, Hwa-Young
    • Journal of Internet Computing and Services
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    • v.7 no.6
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    • pp.131-141
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    • 2006
  • In many papers, item difficulty does apply to the E-Learning system for advance learning effect. But there have to need item revision difficulty for more correct item difficulty. Also, there have to support self-directed learning process which learner can make plan and operate learning progress. In this research, I developed self-directed E-Learning system using item revision difficulty. For efficiency of system development, il is implemented and composited by component based development. In the applied result, it was able to support more correct item revision difficulty to learner. And I displayed efficiency of operation the component based self-directed learning system.

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