• 한국멀티미디어학회논문지
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• 제21권10호
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• pp.1195-1202
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• 2018

Artificial neural network is widely used for its excellent performance and implementability. However, traditional neural network needs to learn the system from scratch, with the addition of new input data, the variation of the observation environment, or the change in the form of input/output data. To resolve such a problem, the technique of transfer learning has been proposed. Transfer learning constructs a newly developed target system partially updating existing system and hence provides much more efficient learning process. Until now, transfer learning is mainly studied in the field of image processing and is not yet widely employed in acoustic data processing. In this paper, focusing on the scalability of transfer learning, we apply the concept of transfer learning to the problem of guitar chord classification and evaluate its performance. For this purpose, we build a target system of convolutional neutral network (CNN) based 48 guitar chords classification system by applying the concept of transfer learning to a source system of CNN based 24 guitar chords classification system. We show that the system with transfer learning has performance similar to that of conventional system, but it requires only half the learning time.

• 디지털융복합연구
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• 제9권5호
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• pp.265-274
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• 2011

스마트폰 사용 확대는 스마트교육에 대한 관심도 증대되고 있다. 본 연구는 스마트러닝에 대한 개념정립과 스마트러닝의 이해, 스마트러닝을 위한 요건, 스마트러닝에 대한 선행연구를 살펴보고 이어서 SNS에 대한 개념 정립, 미래교육, 소셜 네트워크를 활용한 자기주도적 학습에 대한 내용을 제시함으로 SNS를 활용하여 스마트러닝 활성화에 대한 정책을 제시함을 목적으로 한다. 연구의 결과 SNS를 이용하여 스마트러닝 활성화를 위해서는 우선 법 제도 개선의 필요성을 제시하는데 특히 젊은 층의 사용 확대를 위해 그들의 정서를 감안할 것을 제안한다. 이어서 SNS에 대한 인식의 전환으로 시대조류에 맞게 SNS에 대한 문화적인 인식이 긍정적으로 확산될 수 있도록 꾸준한 교육이 필요함을 제시한다. 마지막으로 정보보안의 강화와 민 관 공동협력의 필요성을 제시하고 있다.

• 한국초등과학교육학회지:초등과학교육
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• 제23권3호
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• pp.251-265
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• 2004

Conceptual teaming has been one of the important issue in science education, and its theory and method has been interacted with the studies of philosophy of science, cognitive science, and cognitive psychology. The last two decades have witnessed a remarkable growth of the study on brain-style computation, i.e. connectionism. This study aimed to investigate the properties of the connectionist views of the concept and its implications in the conceptual learning of science. In connectionist views, a concept was represented as a pattern of activity distributed over many connected units, and a kind of network composed of many sub-concept units. And the ＇distributed representation＇ had the features of the constructivity, the automatically generalization, and the tunability. On the base of these views, it was suggested that (ⅰ) ＇Typically-Perceived-Situation＇, a kind of mental representation rising spontaneously in an individual mind when someone is thinking about any object, should be highlighted, and (ⅱ) the roles of the sub-concept units in formation of concept and the resolution of concept into the sub-concept units should be highlighted. Finally the meanings of these implications in conceptual teaming of science are discussed.

• 한국언어정보학회지:언어와정보
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• 제10권1호
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• pp.21-46
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• 2006

This study proposes a Word Sense Disambiguation (WSD) algorithm, based on concept learning with special emphasis on statistically meaningful lowest frequency words. Previous works on WSD typically make use of frequency of collocation and its probability. Such probability based WSD approaches tend to ignore the lowest frequency words which could be meaningful in the context. In this paper, we show an algorithm to extract and make use of the meaningful lowest frequency words in WSD. Learning method is adopted from the Find-Specific algorithm of Mitchell (1997), according to which the search proceeds from the specific predefined hypothetical spaces to the general ones. In our model, this algorithm is used to find contexts with the most specific classifiers and then moves to the more general ones. We build up small seed data and apply those data to the relatively large test data. Following the algorithm in Yarowsky (1995), the classified test data are exhaustively included in the seed data, thus expanding the seed data. However, this might result in lots of noise in the seed data. Thus we introduce the 'maximum a posterior hypothesis' based on the Bayes' assumption to validate the noise status of the new seed data. We use the Naive Bayes Classifier and prove that the application of Find-Specific algorithm enhances the correctness of WSD.

• 한국초등과학교육학회지:초등과학교육
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• 제24권1호
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• pp.9-20
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• 2005

The purpose of this study was to examine the effect of integrated science inquiry teaming method through literature materials on the learner's science concept formation, inquiry ability, and attitude related to science when it was applied to the unit 'The temperature of atmosphere and winds', 'The journey of water' in the 5th grade, and to find out the effect on science learning according to teaming styles. To study these subjects, 4 classes of 5th grade in J elementary school in Busan were selected. The result of this study were as follows: First, Integrated science inquiry learning method through literature materials was more effective for concept formation than conventional teaching method. In science inquiry ability, there was not significant difference at all between the comparison group and the experimental group. In attitude related to science, the experimental group showed significant difference only in the interest in occupation related to science. The visual modality learners within the experimental group showed significantly higher statistics than the other modality learners in the post-investigation into the science concept and there was significant difference between the visual and the kinesthetic modality learners in the result of post-test on science inquiry ability.

• 한국초등과학교육학회지:초등과학교육
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• 제35권3호
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• pp.377-387
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• 2016

Whether textbooks faithfully reflect the curriculum contents is an important educational issue. The previous studies on the textbooks did not analyze the relationship described in the textbooks or the structure. In this regard, this study aims to analyze how the concept of life science area in the elementary school science textbooks developed on the basis of the 2009 revised curriculum is linked. In addition, it seeks to analyze how the concept presented in the learning content achievement standards of the curriculum is connected to other concepts. Towards this end, the conceptual linkage of eight units in the life science domain of elementary school science textbooks based on the 2009 revised curriculum was analyzed. The contents of the life science domain in the science textbooks were analyzed through a semantic network analysis, and the semantic network on the concept linked to the one described in curriculum's learning objectives was also analyzed. The results are as follows: 1) It will be difficult for students to understand the concept due to the complexity of the semantic network resulting from a number of concepts. 2) The curriculum's learning objectives presented in the curriculum are not faithfully reflected in the textbooks. 3) The textbooks are described on the basis of specific curriculum's learning objectives. Based on the findings of this study, the number of concepts described in the elementary school science textbooks needs to be significantly reduced so that the concepts can be meaningfully linked to each other.

• 한국과학교육학회지
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• 제20권2호
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• pp.250-261
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• 2000

본 연구에서는 토론 과정에서의 사회적 합의 형성을 강조한 개념 학습 전략(SCS)을 개발하여 성취도, 개념 이해도, 의사소통 불안, 과학 학습 환경에 대한인식, 소집단 토론에 대한 인식 등의 측면에서 인지 갈등 유발 전략(CCS) 및 전통적 수업과 그 효과를 비교하였다. 성취도 점수에서는 유의미한 차이가 없었으나, 의사소통 능력 하위 학생들의 경우, 전통적 수업 집단에 비해 CCS 집단의 점수가 유의미하게 높았다. 개념 검사에서는 SCS 집단의 교정 평균이 다른 집단들에 비하여 높은 경향이 있었고, 개념 학습전략은 의사소통 능력이 뛰어난 학생들에게 더 효과적이었다. 의사 소통 불안에서는 세 집단 간에 차이가 없었다. 과학 학습 환경에 대한 인식의 경우, 개인적 적합성 영역이나 학생간의 협상 영역에서는 집단간 차이가 없었으나, 참여도 영역에서는 SCS 집단의 점수가 높았다. 또한, SCS 집단 학생들이 소집단 토론에 대해 보다 긍정적으로 인식하고 있었다.

• 한국과학교육학회지
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• 제16권1호
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• pp.77-86
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• 1996

The purpose of this study was to review the studies related to concept learning forcusing on the meanings, kinds, and characteristics of concepts. Then the characteristics of the concepts were analyzed in the three positions: metaphysics, epistemology, and psychology. It was identified that the word 'concept' were confused with the other words such as conception, construct, idea, notion, identity. It was also found that researchers defined the concepts by the use of various meanings. The instructional strategies for scientific concepts were also analyzed in this study. The study found that the instructional strategies for concept learning were developed according to the views about the nature of concepts. Described on the paper are three types of instructional models for science concepts suggested by constructivists as follows: concept formation, concept differentiation, and exchange. They developed the models based on the current research on the misconceptions of major scientific concepts.

• 한국정보통신학회:학술대회논문집
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• 한국정보통신학회 2013년도 추계학술대회
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• pp.759-760
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• 2013

IT시대가 발달하며 클라우드 컴퓨팅, 빅데이터 이슈 등 데이터의 생성, 관리, 활용 등에 관한 여러가지 방법이 나타난다. 그 큰 흐름에 있어서 peer간의 소통이 핵심인 웹2.0 개념이 빠질 수 없다. 교육 분야에 있어서는 공급자(교수자)에서 소비자(학습자) 로의 단방향적인 학습 방법이 크게 개선되지 않고 있다. 따라서 IT 시대에 걸맞는 웹2.0 개념을 도입하고, 온라인 교육에 있어서 유용하게 사용될 수 있으며 '집단지성' 의 장점을 발현할 수 있는 학습 컨텐츠 제작을 통한 온라인 학습 모델에 대해서 제안 한다.

• 한국초등수학교육학회지
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• 제20권2호
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• pp.193-213
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• 2016

초등수학에서 보수 개념은 위치적 십진 기수법 체계를 이해하고 덧셈과 뺄셈 연산을 완성하기 위해 필요한 기본적인 개념이다. 본 연구는 초등학교 1학년 학생을 대상으로 보수 개념을 신장시키기 위한 놀이 중심의 단계별 프로그램을 개발하여 적용한 것으로, 개발된 프로그램의 수업을 단계별로 실시하면서 학생들의 연산 능력과 수학적 태도의 변화를 관찰한 것이다. 먼저 보수 개념을 학습하기 위한 조작 교구 및 놀이 학습 프로그램은 5단계(총 11차시)로 개발하였다. 보수 개념 신장을 위한 프로그램의 개발과 조직은 디에네스(Dienes)의 놀이 학습 단계 이론에 근거하여 각 차시와 수업 내용을 구성하여 개발하였다. 본 연구는 프로그램의 각 단계별 수업의 과정과 학생들의 반응, 연구자의 관점 등을 종합하여 기술하고 이로부터 학생들의 연산 능력에서의 변화와 수학에 대한 태도 변화를 함께 살펴본 것이다. 수업을 진행하면서 학생들의 연산 능력과 수학적 태도 두 측면에서 모두 긍정적인 변화를 이끌어낼 수 있었는데, 따라서 1학년 수학에서부터 보수 개념을 효과적이고 체계적으로 신장시킬 수 있는 프로그램을 조직화하고 지도할 필요성을 제기한다.