• Journal of the Korea Institute of Information and Communication Engineering
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• v.19 no.1
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• pp.35-40
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• 2015

The paper proposes a meta-learning approach for building multi-classifier systems in a GA-based inductive learning environment. In our meta-learning approach, a classifier consists of a general classifier and a meta-classifier. We obtain a meta-classifier from classification results of its general classifier by applying a learning algorithm to them. The role of the meta-classifier is to evaluate the classification result of its general classifier and decide whether to participate into a final decision-making process or not. The classification system draws a decision by combining classification results that are evaluated as correct ones by meta-classifiers. We present empirical results that evaluate the effect of our meta-learning approach on the performance of multi-classifier systems.

• Proceedings of the Korean Information Science Society Conference
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• 2002.10d
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• pp.253-255
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• 2002

본 논문에서는 다중 모델 기계학습 기법을 이용하여 문서 자동 분류의 성능과 신뢰도를 향상시킬 수 있는 연구와 실험 결과를 기술하였다. 기존의 다중 모텔 기계 학습법들이 훈련 데이터 또는 학습 알고리즘의 편향에 의한 오류를 극복하고 한 것들인데 비해 본 논문에서 제안한 메타 학습을 이용한 하이브리드 다중 모델 방식은 이 두 가지의 오류 원인을 동시에 해소하고자 하였다. 다양한 문서 집합에 대한 실험 결과, 본 연구에서 제안한 하이브리드 다중 모델 학습법이 전반적으로 기존의 일반 다중모델 학습법들에 비해 높은 성능을 보였으며, 다중 모델의 결합 방식으로서 메타 학습이 투표 방식에 비해 효율적인 것으로 나타났다.

• Proceedings of the Korean Society of Computer Information Conference
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• 2022.07a
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• pp.361-363
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• 2022

본 연구의 목적은 메타버스 교수법 적용을 통해 문제점을 파악하고 활용방안을 모색하고자 하였다. 본 연구의 교수법을 효율적으로 달성하기 위해 각각 전공이 다른 교수자가 참여하여 학습법을 공유하였다. 대부분 메타버스 활용으로 흥미로운 학습법이 이루어진 반면에 다양한 문제점도 나타났다. 활용방안으로 게임, 토론, 대화 등을 통해 사전에 충분히 숙달될 수 있도록 하고, 정규수업이 아닌 비정규 교과목에서 우선 적용, 아바타 꾸미기 활용으로 보다 즐겁게 수업 참여 유도, 가상현실속에서 예의범절 지키기 등 학습 환경 이해, 학생들의 가상공간을 통해 자신들의 언어로 수업을 이끌어 흥미 유발, 젭 스페이스에서 나만의 강의실 만들기, 친구와 대화 및 상호작용 시행, 이론 교과목 수업 메타버스 플랫폼을 활용, 모의토론 및 발표 자유롭게 유도, 자신만의 케릭터 꾸미기, 진로코칭 및 상담 적용, 수업 종료후 학생만의 추가 활동 유도 등 활용방안이 제시되었다.

• Journal of the Korean Society for information Management
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• v.19 no.4
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• pp.35-51
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• 2002

Inductive learning and classification techniques have been employed in various research and applications that organize textual data to solve the problem of information access. In this study, we develop hybrid model combination methods which incorporate the concepts and techniques for multiple modeling algorithms to improve the accuracy of text classification, and conduct experiments to evaluate the performances of proposed schemes. Boosted stacking, one of the extended stacking schemes proposed in this study yields higher accuracy relative to the conventional model combination methods and single classifiers.

• The Journal of the Korea Contents Association
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• v.22 no.6
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• pp.413-427
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• 2022

The purpose of this study was to improve and verify task value and academic self-efficacy of university students with metaverse gamification teaching method combining flipped learning and project-based learning. The subjects in this study were 16 university students majoring in counseling psychology who engaged in K university in cheong-ju. The subjects were assigned to the experimental group or the comparison group. The experimental group received the proposed metaverse gamification teaching method combining flipped learning and project-based learning while comparison group received teacher-centered learning. The dependent variables in this study were task value and academic self-efficacy. Each variable was assessed before class, after the end of the class. At the end of the class, the experimental group engaged statistically significantly higher levels of task value and academic self-efficacy than the comparison group. The findings of this study suggest that this metaverse gamification teaching method combining flipped learning and project-based learning is effective at improving task value and academic self-efficacy.

• Journal of the Korea Society of Computer and Information
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• v.27 no.10
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• pp.147-153
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• 2022

Most of the metaverse service is a gamification type of metaverse solution composed by placing 3D objects on a 360 panoramic world base. However, the metaverse webtoon service is lacking in implementation and research. In this study, a method for realizing a 2D flat image form in a 3D space and a realistic 360-degree panoramic webtoon metaverse service were studied. The research process consisted of basic storytelling and design work for webtoon production, panoramic image creation to convert the produced image into 360-degree form, and content creation process for viewing 360-degree directions. Finally, we implemented shading and material work with game engine tools so that you can enjoy virtual reality-based webtoons. The webtoon-based metaverse study studied the process of creating a 360-degree panoramic webtoon from content that can only be viewed in 2D format. Accordingly, it is thought that webtoons will also be presented as a standard for the production and implementation method for the metaverse service.

• Proceedings of the Korea Multimedia Society Conference
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• 2003.11b
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• pp.897-900
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• 2003

본 논문에서는 SCORM 기반 시퀀싱 모델을 기반으로 학습객체의 구조에 대한 정보, 학습자에게 학습 객체를 어떻게 전달할 지를 결정하는 규칙 등을 포함하고 있는 컨텐츠 구조를 제시하고 학습 컨텐츠의 재사용과 공유가 가능하고 동일한 학습 컨텐츠에 서로 다른 교수법을 적용하여 교육의 효과를 달리할 수 있도록 시퀀싱을 위한 컨텐츠 패키지 메타데이터 생성기를 개발한다. 또한 학습자 정보 트래킹을 위한 SCO(Sharable Content Object)함수를 부착하여 학습 객체가 SCORM RTE(Run-Time Environment)와 통신 할 수 있도록 PIF(Package Interchange File)로 자동 패키징 시킨다.

• Journal of Christian Education in Korea
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• v.74
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• pp.273-294
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• 2023

The purpose of this study is to use K-MOOC, which has limitations in utilization because it is centered on theory delivery, to derive tasks to activate the teaching methods of instructors, and to implement the derived tasks using the metaverse platform. to develop a prototype. According to the purpose of the study, the study was conducted as follows. First, from October 4 to November 15, 2022, a Delphi survey was conducted on 21 experts with experience of consulting, research, class development, and operation related to the K-MOOC project. Second, in order to realize the tasks in the teaching method field derived from the Delphi survey, matching with the teaching method class model elements to result of Delphi survey was applied was carried out. Finally, based on the results of expert Delphi and the elements of the class model applicable to the metaverse platform, a teaching method was developed. Through the process of the study, a total of 16 detailed items were derived for the teaching method-related tasks for the activation of K-MOOC: support strategic tasks, teaching method competency, aspect of class design, evaluation and sharing of learning outcomes. By applying the metaverse, the teaching model elements for K-MOOC revitalization were derived from four categories: self-directed repetition, individualized problem solving, practice opportunity expansion, and immediate feedback, and matched with the first 16 detailed items. A four-step teaching model was completed: course attendance (step 1), mission analysis by individual level (step 2), sharing of mission solutions (step 3), and mission evaluation and feedback (step 4). Through the results of this study, the possibility of using the metaverse as a teaching practice platform was confirmed even in terms of the introduction and development of specialized techniques.

• Journal of Korean Home Economics Education Association
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• v.35 no.1
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• pp.139-155
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• 2023

The purpose of this study is to improve the digital literacy of pre-service home economics education teachers by designing and applying 'teaching materials and methods of home economics education' class using the Metaverse platform in virtual classes during the Covid-19 pandemic. For this purpose, six lessons of the 'Teaching Materials and Methods of Home Economics Education' classes were designed and applied as a class using the Metaverse platform, and the effectiveness was analyzed. In this study, three types of classes(TBL, discussion, and PBL) were developed and evaluated. The results of the study showed that most of the learners were satisfied with the classes utilizing the Metaverse platform, and the effectiveness of the classes was shown in terms of learner-instructor interaction and the realism of actual classroom cases. Based on these results, it is expected that various home economics education classes utilizing metaverse platforms will be developed and applied to school sites to increase the realism of lessons.

• Proceedings of the Korean Information Science Society Conference
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• 2006.10a
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• pp.72-76
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• 2006

정보통신 기술의 발전은 양방향의 참여 문화를 형성하고 있다. e-러닝의 환경도 웹 기반의 환경에서 모바일 환경과 방송과 융합된 네트워크 환경으로 변화되며, e-러닝도 학습자의 직접 참여를 요구하는 교수-학습 교수법을 제공하고 있다. 다양한 네트워크 환경에서 원하는 정보를 생성, 추출하고 다른 사람과 의사소통할 수 있어야 한다. e-러닝의 발전으로 복합적 사고와 고차원적인 인지 사고를 위해 학습자 주도의 개별적자율적 학습, 협력적(collaborative)학습을 제공할 수 있다. 즉, e-러닝의 웹 기반에서 발전하여 무선 네트워크 환경으로의 변화가 학습 환경도 시간적, 공간적으로 자유로울 수 있는 모바일 환경(mobile environment)에서 방송과 통신이 융합되고 나아가 유비쿼터스 환경(ubiquitous environment)으로 전환되고 있다. 본 논문에서는 e-러닝의 콘텐트를 다양한 디지털 기기에 따라 재사용하고 재구성하여 제공할 수 있도록 메타데이터 맵핑 구조에 대해 연구하고자 한다.