• 제목/요약/키워드: Meta-learning

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

  • 김영신;정완호;이진희
    • 한국초등과학교육학회지:초등과학교육
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    • 제20권1호
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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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Adaptive balancing of highly flexible rotors by using artificial neural networks

  • Saldarriaga, M. Villafane;Mahfoud, J.;Steffen, V. Jr.;Der Hagopian, J.
    • Smart Structures and Systems
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    • 제5권5호
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    • pp.507-515
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    • 2009
  • The present work is an alternative methodology in order to balance a nonlinear highly flexible rotor by using neural networks. This procedure was developed aiming at improving the performance of classical balancing methods, which are developed in the context of linearity between acting forces and resulting displacements and are not well adapted to these situations. In this paper a fully experimental procedure using neural networks is implemented for dealing with the adaptive balancing of nonlinear rotors. The nonlinearity results from the large displacements measured due to the high flexibility of the foundation. A neural network based meta-model was developed to represent the system. The initialization of the learning procedure of the network is performed by using the influence coefficient method and the adaptive balancing strategy is prone to converge rapidly to a satisfactory solution. The methodology is tested successfully experimentally.

A Meta-study of Extensive English Reading Researches

  • Kim, Jeong-Ryeol
    • 영어어문교육
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    • 제18권2호
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    • pp.85-106
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    • 2012
  • This paper examines the role of extensive reading in foreign language learning classrooms. The effects of extensive reading are shown both positive and negative as in Krashen (1999) and Spada (1997), particularly researches done in classroom setting. Extensive reading is hard to implement in foreign language classrooms due to the stringent school curricula despite its benefits in cognitive and affective domain of learners. This study searched 21 papers from research database on extensive reading researches in a classroom setting and synthesized 55 cognitive effects and 11 affective effects from these papers under investigation in a manner of quantifying their means and standard deviations to derive generalizations. Research synthesis in this manner has secured its own status of scientific investigation by providing secondary researchers with replicable methods that produce verifiable findings. The syntheses of researches show that extensive reading is effective in both literacy skills and other language skills such as listening and writing. It also shows positive effects across different age groups, but the effect sizes are different in that elementary and adults gained more positive effects than middle and high school students.

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학교수학에서 기하 증명 텍스트의 분석 - 기능문법과 수사학을 중심으로 - (Analysis of geometric proof texts in school mathematics)

  • 김선희;이종희
    • 대한수학교육학회지:수학교육학연구
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    • 제13권1호
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    • pp.13-28
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    • 2003
  • Practice of proof is considered in, the view of language and meta-mathematics, recognizing the role of proof that is the means of communication and development of mathematical understanding. Linguistic components in proof texts are symbol, verbal language and visual text, and contain the implicit knowledge in the meta-mathematics view. This study investigates the functions of linguistic elements according to Halliday's functional grammar and the rhetoric skills in proof texts in math textbook, teacher's note, and student's written text. We need to inquire into the aspects of language for mathematics learning process and the understanding and use of students' language.

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Synthesis of four-bar linkage motion generation using optimization algorithms

  • Phukaokaew, Wisanu;Sleesongsom, Suwin;Panagant, Natee;Bureerat, Sujin
    • Advances in Computational Design
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    • 제4권3호
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    • pp.197-210
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    • 2019
  • Motion generation of a four-bar linkage is a type of mechanism synthesis that has a wide range of applications such as a pick-and-place operation in manufacturing. In this research, the use of meta-heuristics for motion generation of a four-bar linkage is demonstrated. Three problems of motion generation were posed as a constrained optimization probably using the weighted sum technique to handle two types of tracking errors. A simple penalty function technique was used to deal with design constraints while three meta-heuristics including differential evolution (DE), self-adaptive differential evolution (JADE) and teaching learning based optimization (TLBO) were employed to solve the problems. Comparative results and the effect of the constraint handling technique are illustrated and discussed.

A teaching learning based optimization for truss structures with frequency constraints

  • Dede, Tayfun;Togan, Vedat
    • Structural Engineering and Mechanics
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    • 제53권4호
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    • pp.833-845
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    • 2015
  • Natural frequencies of the structural systems should be far away from the excitation frequency in order to avoid or reduce the destructive effects of dynamic loads on structures. To accomplish this goal, a structural optimization on size and shape has been performed considering frequency constraints. Such an optimization problem has highly nonlinear property. Thus, the quality of the solution is not independent of the optimization technique to be applied. This study presents the performance evaluation of the recently proposed meta-heuristic algorithm called Teaching Learning Based Optimization (TLBO) as an optimization engine in the weight optimization of the truss structures under frequency constraints. Some examples regarding the optimization of trusses on shape and size with frequency constraints are solved. Also, the results obtained are tabulated for comparison. The results demonstrated that the performance of the TLBO is satisfactory. Additionally, TLBO is better than other methods in some cases.

과학적 사고력의 신장을 위한 과학비유탐구놀이 학습방법의 구안 (An approach to development of scientific thinking skills through science inquiry play of analogy)

  • 현동걸
    • 한국초등과학교육학회지:초등과학교육
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    • 제17권1호
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    • pp.61-73
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    • 1998
  • This research suggests science inquiry play of analogy as a teaming method to help the students in concrete operational stage to develop scientific thinking skills and to understand abstract science conceptions. The research focuses on/considers the characteristics and merits of the science inquiry plays, and the learning method by analogical reasoning. This learning through the science inquiry play of analogy can be considered as a meta-model for scientific thinking skill. The learning has the following processes: 1) Students analogize the abstract science conceptions and facts into play-type activities including the concrete contents such as students themselves, their physical-sensory motions, concrete objects, play methods, and play rules. 2) Students as analogized objects play a role physically and sensuously according to the methods and rules analogized in the play. 3) Students find out the concrete contents included in the science inquiry play of analogy, draw the results, and deduce the new conceptions from the results by reflective thinking and analogical reasoning.

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교수학습 방법이 프로그래밍 학습의 정의적 영역에 미치는 영향 분석 (An analysis of teaching-learning methods influencing on affective domain of programming learning)

  • 전성균;이영준
    • 한국컴퓨터정보학회:학술대회논문집
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    • 한국컴퓨터정보학회 2016년도 제53차 동계학술대회논문집 24권1호
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    • pp.179-180
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    • 2016
  • 2015 개정 교육과정에 따라 초등학교 및 중학교에 프로그래밍 교육이 필수로 도입된다. 그러나 과거 5차 교육과정에도 프로그래밍 교육이 도입되었지만 지속되지 못했다. 프로그래밍 교육이 지속 가능하기 위해서는 다양한 요인을 고려하여 프로그래밍 학습 환경을 설계해야한다. 특히 학생들의 흥미, 관심, 그리고 긍정적인 태도등의 정의적 요인을 고려하여 교수학습 방법을 적용하는 것이 중요하다. 본 연구는 학생들에게 프로그래밍 교육을 어떻게 가르치는 것이 정의적 영역에 긍정적인 영향을 주는지 다양한 프로그래밍 교육 연구를 메타 분석하여 시사점을 제시하고자 하였다. 이를 위해 학습자들이 프로그래밍 교육을 통해 얻은 정의적 영역의 교육 효과를 교수학습 방법별로 메타 분석하였다. 프로그래밍 교육과 관련하여 수집한 연구 논문은 메타 분석 방법에 따라 단계별로 연구 자료를 추출하고 선정하는 절차를 통해 분석하였다.

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Genetic classification of various familial relationships using the stacking ensemble machine learning approaches

  • Su Jin Jeong;Hyo-Jung Lee;Soong Deok Lee;Ji Eun Park;Jae Won Lee
    • Communications for Statistical Applications and Methods
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    • 제31권3호
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    • pp.279-289
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    • 2024
  • Familial searching is a useful technique in a forensic investigation. Using genetic information, it is possible to identify individuals, determine familial relationships, and obtain racial/ethnic information. The total number of shared alleles (TNSA) and likelihood ratio (LR) methods have traditionally been used, and novel data-mining classification methods have recently been applied here as well. However, it is difficult to apply these methods to identify familial relationships above the third degree (e.g., uncle-nephew and first cousins). Therefore, we propose to apply a stacking ensemble machine learning algorithm to improve the accuracy of familial relationship identification. Using real data analysis, we obtain superior relationship identification results when applying meta-classifiers with a stacking algorithm rather than applying traditional TNSA or LR methods and data mining techniques.

u-스마트 관광정보2.0를 이용한 모바일 학습 콘텐츠 구현 (Implement of Mobile Learning Contents using u-smart tourist information2.0)

  • 선수균;이승우
    • 디지털융복합연구
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    • 제13권9호
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    • pp.243-250
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    • 2015
  • 모바일 학습 콘텐츠 구현은 IT와 관광을 융합하는 IT관광 융합 학문이다. 학습의 효과를 증대하기 위해서 모바일 학습 콘텐츠를 학습 모듈별로 분류한다. 본 논문은 u-스마트 관광정보2.0 시스템을 제안한다. 모바일 학습 콘텐츠 구현은 IT 관광 융합인 u-스마트 관광정보2.0 시스템을 이용한다. 이것은 디자인 패턴과 XML를 융합하여 학습자에게 재미와 흥미를 준다. 이것은 국가 직무 능력 표준구조로 학습자들의 디자인 패턴으로 나뉘어 학습 모듈별로 수업진행이 최대 장점이다. 그 결과 학습자 출석률이 향상되며 더욱 좋은 학습효과가 나왔다. 다른 장점은 관광정보 콘텐츠 정보품질에 맞는 모바일 학습 콘텐츠를 생성하고 관광정보콘텐츠를 실시간으로 학습 할 수 있다. 또한 모바일 학습 콘텐츠 구현은 향후 국가 직무 능력 표준 학습에 많은 도움을 줄 것으로 기대된다.