• Title/Summary/Keyword: use for learning

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Fault Tree Analysis and Failure Mode Effects and Criticality Analysis for Security Improvement of Smart Learning System (스마트 러닝 시스템의 보안성 개선을 위한 고장 트리 분석과 고장 유형 영향 및 치명도 분석)

  • Cheon, Hoe-Young;Park, Man-Gon
    • Journal of Korea Multimedia Society
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    • v.20 no.11
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    • pp.1793-1802
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    • 2017
  • In the recent years, IT and Network Technology has rapidly advanced environment in accordance with the needs of the times, the usage of the smart learning service is increasing. Smart learning is extended from e-learning which is limited concept of space and place. This system can be easily exposed to the various security threats due to characteristic of wireless service system. Therefore, this paper proposes the improvement methods of smart learning system security by use of faults analysis methods such as the FTA(Fault Tree Analysis) and FMECA(Failure Mode Effects and Criticality Analysis) utilizing the consolidated analysis method which maximized advantage and minimized disadvantage of each technique.

New Learning Environment of Linear Algebra in Korea

  • Lee Sang-Gu;Han Yoonmee
    • Research in Mathematical Education
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    • v.9 no.1 s.21
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    • pp.59-68
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    • 2005
  • We are introducing a new learning environment for linear algebra at Sungkyunkwan University, and this is changing our teaching methods. Korea's e-Campus Vision 2007 is a program begun in 2003, to equip lecture rooms with projection equipment, View cam, tablet PC and internet D-base. Now our linear algebra classes at Sungkyunkwan University can be taught in a modem learning environment. Lectures can easily being recorded and students can review them right after class. At Sungkyunkwan University almost $100\%$ of all large and medium size lecture rooms have been remodeled by Mar. 2005 and are in use. We introduce this system in detail and how this learning environment changed our teaching method. Analysis of the positive effect will be added.

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Deep Neural Net Machine Learning and Manufacturing (제조업의 심층신경망 기계학습(딥러닝))

  • CHO, Mann;Lee, Mingook
    • Journal of Energy Engineering
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    • v.26 no.3
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    • pp.11-29
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    • 2017
  • In recent years, the use of artificial intelligence technology such as deep neural net machine learning(deep learning) is becoming an effective and practical option in industrial manufacturing process. This study focuses on recent deep learning development environments and their applications in the manufacturing field.

A Study on Performance Improvement of Evolutionary Algorithms Using Reinforcement Learning (강화학습을 이용한 진화 알고리즘의 성능개선에 대한 연구)

  • 이상환;심귀보
    • Proceedings of the Korean Institute of Intelligent Systems Conference
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    • 1998.10a
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    • pp.420-426
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    • 1998
  • Evolutionary algorithms are probabilistic optimization algorithms based on the model of natural evolution. Recently the efforts to improve the performance of evolutionary algorithms have been made extensively. In this paper, we introduce the research for improving the convergence rate and search faculty of evolution algorithms by using reinforcement learning. After providing an introduction to evolution algorithms and reinforcement learning, we present adaptive genetic algorithms, reinforcement genetic programming, and reinforcement evolution strategies which are combined with reinforcement learning. Adaptive genetic algorithms generate mutation probabilities of each locus by interacting with the environment according to reinforcement learning. Reinforcement genetic programming executes crossover and mutation operations based on reinforcement and inhibition mechanism of reinforcement learning. Reinforcement evolution strategies use the variances of fitness occurred by mutation to make the reinforcement signals which estimate and control the step length.

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Garbage Dumping Detection System using Articular Point Deep Learning (관절점 딥러닝을 이용한 쓰레기 무단 투기 적발 시스템)

  • MIN, Hye Won;LEE, Hyoung Gu
    • Journal of Korea Multimedia Society
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    • v.24 no.11
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    • pp.1508-1517
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    • 2021
  • In CCTV environments, a lot of learning image data is required to monitor illegal dumping of garbage with a typical image-based object detection using deep learning method. In this paper, we propose a system to monitor unauthorized dumping of garbage by learning the articular points of the person using only a small number of images without immediate use of the image for deep learning. In experiment, the proposed system showed 74.97% of garbage dumping detection performance with only a relatively small amount of image data in CCTV environments.

Comparative Characteristics Of Information Technologies And Technologies Of Distance Learning Of Higher Education Institutions

  • Dibrova, Valentyna;Sovhira, Svitlana;Liakhovska, Yuliia;Burdun, Victor;Boichuk, Nelia;Saikivska, Liliia
    • International Journal of Computer Science & Network Security
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    • v.21 no.5
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    • pp.69-72
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    • 2021
  • The article discusses the features of the use of distance technologies to intensify the learning process of students. The advantages and disadvantages of distance learning are shown. The role and functions of the teacher in distance learning have been adjusted. Information and methodological support for distance learning of students is proposed. Analyzed pedagogical, psychological, methodological and philosophical literature, educational standards, charters of higher educational institutions and other documents. Studied foreign experience in conducting classes using information technology.

Scenario-based Learning: Experiences from Construction Management Courses

  • Lim, Benson Teck-Heng;Oo, Bee Lan
    • International conference on construction engineering and project management
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    • 2015.10a
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    • pp.583-587
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    • 2015
  • Scenario-based learning (SBL) has been used in a variety of training situations across different disciplines. Despite its seemly widespread use in construction management discipline, very few attempts have been made to explore its effectiveness and the respective students' learning experience. Using a survey research design, this study aims to investigate students' perceptions on SBL approach in construction management courses. The specific objectives are: (i) to identify the characteristics of a favourable SBL environment, and (ii) to explore the students' learning experience and effectiveness of the SBL approach. The results show that the four characteristics of a favourable SBL environment are: effective team formulation, constant engagement with lecturer, working in a group, and incorporation of motivational incentive for participation. The students really appreciated the opportunities to apply concepts learnt in the lectures in their SBL group work. Also, they perceived that the SBL approach is effective in developing their reflective and critical thinking skills, analytic and problem-solving skills and their ability to work as a team. These findings should facilitate more critical approaches to similar form of teaching methods.

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Effect of web-based virtual simulation learning on learning flow, problem-solving ability, and academic self-efficacy of paramedicine students (웹기반 가상시뮬레이션 학습이 응급구조과 학생의 학습몰입, 문제해결능력, 학업적 자기효능감에 미치는 영향)

  • Young-Ah Lee
    • The Korean Journal of Emergency Medical Services
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    • v.28 no.2
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    • pp.131-142
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    • 2024
  • Purpose: This study aimed to explore the use of web-based virtual simulations to improve the learning flow, problem-solving ability, and academic self-efficacy of paramedicine students. Methods: This study used a pre-post comparison design with 40 pamedicine students at one university. the participants were third grade students and participated in web based virtual simulation(vSim®). The difference between the pre-post was analyzed using a Paired Sample t-test with SPSS 26.0. Results: After web based virtual simulation using vSim® program than before, significantly higher learning flow(t=12.74, p<.001), problem-solving process(t=5.78, p<.001), academic self-efficacy(t=2.77, p<.001), Paramedic-Care Skills Confidence(t=6.30, p<.001). Conclusion: The results indicated the positive effects of web-based virtual simulation(vSim®) learning method and suggests implications for learners and instructors.

Need Analysis for Educational Use of Personal Multimedia Player(PMP) focusing on Roles of Teachers in u-Learning (요구분석을 통한 PMP의 교육적 활용방안: u-Learning 환경에서의 교수자의 역할을 중심으로)

  • kim, Mi-Ryang;Kim, Jae-Hyoun
    • Journal of Internet Computing and Services
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    • v.9 no.5
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    • pp.9-21
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    • 2008
  • In theory, within ubiquitous learning environment, education is happening all around the student but the student may not even be conscious of the learning process. But, in this study, we consider the ubiquitous learning environment where PMP (Personal Multimedia Player) is being used for delivering the learning-contents. And the purpose of this study is to identify the problematic factors recognized by PMP users in u-learning environment. A need analysis was used to identify and evaluate needs of 74 PMP users as well non-users. Based on the interviews of participants, we give a brief summary results on motivation for using PMP, purchasing and operating costs, category of contents being used, dissatisfying and problematic factors with using PMP in u-learning environment. Therefore, we present six categories of factors preventing the u-learning with PMP from being diffused such as lacks of awareness, loss of confidence, side-effects, lacks of education and support, costs, and lacks of contents. In conclusion, we suggest a set of guidelines which might help remove these the resistance factors.

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Instrument Development for Mathematical Achievement Attribution (수학 학습 성취 귀인에 대한 측정 도구 개발)

  • Kim, Bu-Mi;Kim, Soo-Jin
    • The Mathematical Education
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    • v.49 no.4
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    • pp.501-522
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    • 2010
  • In this study, 'Instruments of the achievement attribution in mathematical learning' was develop to investigate the reasons of mathematical learning achievement by reflecting Korean middle school and high school students' psychological characters and learning context in mathematical learning. To develop the appropriate items for the achievement attribution in mathematical learning, after reviewing attribution literature thoroughly, first version of the instrument was developed and Exploratory Factor Analysis and Confirmatory Factor Analysis were conducted. Then, to reduce the effect of the gender difference and achievement level difference, Differential Item Functioning was performed. Also, using Multiple group Confirmatory Factor Analysis, this instrument was investigated to see whether this can be used for both middle school and high school. The final items for success attribution are 3 items for luck, 3 items for effort, 2 items for ability. The failure attribution were composed of 3 items for luck, 3 items for effort, 2 items for ability, and 2 items for other. The instrument was developed by using large samples and psychometric analysis. Therefore, mathematic teachers can use this instrument efficiently to make a foundation for better learning environment so students' cognitive area and affective area can be harmonized.