• Title/Summary/Keyword: learning review

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Analysis of Open-Source Hyperparameter Optimization Software Trends

  • Lee, Yo-Seob;Moon, Phil-Joo
    • International Journal of Advanced Culture Technology
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    • v.7 no.4
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    • pp.56-62
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    • 2019
  • Recently, research using artificial neural networks has further expanded the field of neural network optimization and automatic structuring from improving inference accuracy. The performance of the machine learning algorithm depends on how the hyperparameters are configured. Open-source hyperparameter optimization software can be an important step forward in improving the performance of machine learning algorithms. In this paper, we review open-source hyperparameter optimization softwares.

Artificial Neural Network: Understanding the Basic Concepts without Mathematics

  • Han, Su-Hyun;Kim, Ko Woon;Kim, SangYun;Youn, Young Chul
    • Dementia and Neurocognitive Disorders
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    • v.17 no.3
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    • pp.83-89
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    • 2018
  • Machine learning is where a machine (i.e., computer) determines for itself how input data is processed and predicts outcomes when provided with new data. An artificial neural network is a machine learning algorithm based on the concept of a human neuron. The purpose of this review is to explain the fundamental concepts of artificial neural networks.

Analysis of Current Status of Team Learning in Engineering Education (공학교육에서의 팀 학습 운영 실태 분석)

  • Han, Jiyoung;Park, Suyeon;Bang, Jae-hyun
    • Journal of Engineering Education Research
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    • v.20 no.4
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    • pp.28-37
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    • 2017
  • The purpose of this study was to analyze the current status of team learning in engineering education. For this, literature review and survey were used. The survey was conducted with 16 professors and 627 students in engineering college. Based on the results, team should be organized in consideration of various characteristics and competencies for effective team learning activities in engineering education. And in the team learning operations, it is necessary to make the conditions for students to immerse in team learning through the activation of communication of team members, tightening management of free riding in team learning, and optimizing team learning period. It is necessary to use the team learning evaluation method in harmony with the team, individual and peer evaluation.

The Role of Strategic Learning in New Product Development Management (신제품개발 관리에서 전략적 학습의 역할)

  • Kim, Ji-Dae;Lee, Sung-Seok
    • Korean Management Science Review
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    • v.25 no.1
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    • pp.149-167
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    • 2008
  • One of characteristics of firms having successfully developed new products is that they are practicing strategic learning, that is, organizational learning for preparing the future. In this context, we attempts to examine the effect of strategic learning on the proficiency of new product development activities and new product outcome, in an empirical way. In addition, we Investigated the moderating effect of new product innovativeness on the relationship among strategic learning, proficiency of new product development activities, and new product outcome. The analysis results show that the strategic learning has a positive impact on both the proficiency of new product development activities and new product outcome. And it was found that the impact of strategic learning on the proficiency of new product development activities is increasing when firms developing new products with high degree of innovativeness. However, the impact of strategic learning on new product outcome was not different according to new product innovativeness. This results shed some insight on the role of strategic learning in the new product development management.

Reinterpretation of the Learning Organization from the Oriental Perspectives (동양의 시각에서 본 학습조직의 재해석)

  • Kim, Sang-Wook
    • Korean System Dynamics Review
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    • v.9 no.1
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    • pp.33-56
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    • 2008
  • With emphasis on the importance of systems thinking for the establishment of learning organization, Senge in his famous book "The Fifth Discipline", explains in depth four disciplines such as personal mastery, mental models, shared vision, team learning, which are all geared up to the implementation of learning organization. However, two critical pitfalls are found: First, a holistic picture is absent in his presentation of learning organization, which just seems like a puzzle with linking pieces missing between disciplines. Secondly, as is often the case too much details are discussed in expense of insights on each discipline. This paper thus attempts to draw core metaphysical insights underlying Senge's learning organization disciplines by reinterpreting them from oriental perspectives; and to identify mechanisms depicting how they are working together as a whole, which is enabled by exploiting causal loop diagrams as a tool of systems thinking. In addition some thoughts on the implications of systems thinking on each of the learning organization disciplines.

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An Empirical Study on the Critical Factors for Successful m-Learning Implementation (성공적인 m-Learning 구현을 위한 핵심 요인에 대한 연구)

  • Whang, Jae-Hoon;Kim, Dong-Hyun
    • Journal of Information Technology Applications and Management
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    • v.12 no.3
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    • pp.57-80
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    • 2005
  • This study defined the notion of general idea on m-learning as based upon e-Learning and mobile internet related literature review and identified the m-Learning distinctive features. Also, this study has searched for factors that are expected to influence the use intended for m-Learning from self-regulated learning, which is acknowledged to be a useful method for learning accomplishment in education field, in order to measure the relationship between learners' motivation and use intention. Then it has empirically validated the conceptual model based on Davis' TAM (Technology Acceptance Model) As a result, self-efficacy, self-determination, interest, contents quality, time management, help seeking, and Peer study are factors affecting Perceived usefulness. Also self-efficacy, self-determination, interest, contents qualify, time management, and peer study are factors affecting perceived ease of use. Finally both perceived usefulness and perceived ease of use are significant factors affecting use intention.

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Implementational Architecture of Learning Organizations: System Dynamic Approach to Organizational Learning, Unlearning, and Knowledge Management in Public Sector Organizations (학습조직 구현방안: 공공조직의 조직학습 및 폐기학습, 지식관리를 중심으로 한 시스템 다이내믹 접근)

  • Hong, Min Kee
    • Korean System Dynamics Review
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    • v.17 no.3
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    • pp.51-90
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    • 2016
  • Learning is naturally embedded in organizational ongoing-processes and routines. Recent many research models of organizational failure ignore how failing masks breakdowns and recoveries of organization-embedded learning as a naturally occurring process. Organizational learning is the platform in tandem with base-modules of organization in this point. Organizations learn and unlearn while they acquire, discard, and forget organizational experiences or knowledges. These processes in public sector organizations are different from learning behaviors in private sector. This study expects to explore architectural components of learning organization in public sector, focusing on distinct characteristics of public organizations, and to implement learning model based on system thinking(system dynamic) approach.

Seven Facets of Learning Agility in Higher Education for Future Society

  • SUNG, Eunmo
    • Educational Technology International
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    • v.22 no.2
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    • pp.169-197
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    • 2021
  • Learning agility as high potentials is drawing attention as a competency for leading an uncertain future society. The present study aims to determine the factors of learning agility in higher education context for future society. To address this goal, Major factors related to learning agility were derived through literature review and statistically verified. For statistical analysis, the nationwide data were collected from 1,000 undergraduate students in South Korea by National Youth Policy Institute. The participants asked to answer 29 items of learning agility questionnaires (LAQ). The collected data were analyzed by descriptive statistical analysis, exploratory factor analysis, and confirmatory factor analysis. As a result, learning agility items were verified normality and reliability. Learning agility was identified seven factors; challenging mind, learning responsibility, reflecting experience, intellectual curiosity, systemic thinking, change adaptability, and logical thinking. Also, the structural model fit of the seven factors of learning agility was also confirmed to be good. Based on the findings of the present study, empirical, theoretical, and practical contributions were presented, and suggestions for further research were proposed in detail.

A Study of the factors affecting the satisfaction of online classes

  • Eunyoung, Lee
    • International Journal of Internet, Broadcasting and Communication
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    • v.15 no.1
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    • pp.8-12
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    • 2023
  • With the recent expansion of online lectures, studies on their effectiveness and their influencing factors have increased. This study examines the factors affecting the satisfaction of online classes, considering the utilization and importance of online lectures, which have greatly increased in recent years. Based on the review of previous studies, this study identified learning presence, self-efficacy, and learning immersion as factors affecting the satisfaction of online classes, and suggested hypotheses that explain the relationship between these factors, and empirically reviewed the hypotheses. As a result of the study, it was found that learning presence and self-efficacy had a positive effect on learning immersion, and learning immersion had a positive effect on learning satisfaction. Based on the research results, some practical implications for improving the satisfaction of online classes were suggested.

Review of Six Stages Theory of Learning Mathematics Suggested by Zoltan Dienes (Zoltan Dienes의 수학학습 6단계 이론의 재음미)

  • Kim, Soo-Mi
    • School Mathematics
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    • v.10 no.3
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    • pp.339-355
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    • 2008
  • This article tried to review the meaning and implication of six stages theory of learning mathematics suggested by Zoltan Dienes in "Building up Mathematics" in 1971. It was not much concretely known to Korean mathematics education society. In particular, there is no mathematical example which could cover all the stages to know what the theory tells. So this article focused on the example which Dienes developed for learning integers in 2000 to dig the theory. As a result, some critical aspects and problems of six stages theory were found. And finally educational implication was described.

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