• 한국초등과학교육학회지:초등과학교육
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• 제34권2호
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• pp.252-263
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• 2015

This study analyzed the effects of science outdoor activity applying a Brain-Based Evolutionary (ABC-DEF) approach on elementary school students' interest and academic achievement. Samples of the study were composed of 3 classes of 67 sixth graders in Seoul, Korea. Unit of 'Ecosystem and Environment' was selected as a object of the research. Textbook- and teachers' guidebook-based instruction was implemented in comparison group, brain-based evolutionary approach within classroom in experimental group A, and science outdoor learning by a brain-based evolutionary approach in experimental group B. In order to analyze the quantitative differences of students' interests and achievements, three tests of 'General Science Attitudes', 'Applied Unit-Related Interests', and 'Applied Unit-Related Achievement' were administered to the students. To find out the characteristics which would not be apparently revealed by quantitative tests, qualitative data such as portfolios, daily records of classroom work, and interview were also analyzed. The major results of the study are as follows. First, for post-test of interest, a statistically significant difference between comparison group and experimental group B was found. Especially, the 'interests about biology learning' factor, when analyzed by each item, was significant in two questions. Results of interviews the students showed that whether the presence or absence of outdoor learning experience influenced most on their interests about the topic. Second, for post-test of achievement, the difference among 3 groups according to high, middle, and low levels of post-interest was not statistically significant, but the groups of higher scores in post-interest tends to have higher scores in post-achievement. It can be inferred that outdoor learning by a brain-based evolutionary approach increases students' situational interests about leaning topic. On the basis of the results, the implications for the research in science education and the teaching and learning in school are discussed.

• 한국지능정보시스템학회:학술대회논문집
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• 한국지능정보시스템학회 2000년도 추계정기학술대회:지능형기술과 CRM
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• pp.417-426
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• 2000

This study suggests integrated neural network models for Interest rate forecasting using change-point detection, classifiers, and classification functions based on structural change. The proposed model is composed of three phases with tee-staged learning. The first phase is to detect successive and appropriate structural changes in interest rare dataset. The second phase is to forecast change-point group with classifiers (discriminant analysis, logistic regression, and backpropagation neural networks) and their. combined classification functions. The fecal phase is to forecast the interest rate with backpropagation neural networks. We propose some classification functions to overcome the problems of two-staged learning that cannot measure the performance of the first learning. Subsequently, we compare the structured models with a neural network model alone and, in addition, determine which of classifiers and classification functions can perform better. This article then examines the predictability of the proposed classification functions for interest rate forecasting using structural change.

• 한국건축시공학회:학술대회논문집
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• 한국건축시공학회 2018년도 추계 학술논문 발표대회
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• pp.69-70
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• 2018

With increased interest in the Fourth Industrial Revolution, there is also a growing interest in the innovation of college education. In this regard, this study aims to develop a learning model for building construction to nurture architectural engineers needed in the era of the Fourth Industrial Revolution. To this end, it analyzed the previous studies on the recent innovations in engineering education. Among the educational innovation methods presented in the previous research, a new learning model was derived by using the most suitable method for the building construction eduction. The derived learning model is a building construction learning model applying team-based learning and flipped learning. The learning model proposed in this study was developed as a learning method to nurture engineers needed in the future. Therefore, it is expected that this model can be utilized in the eduction of architectural engineering at universities in Korea.

• Journal of Information Processing Systems
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• 제4권4호
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• pp.159-168
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• 2008

Human-Robot Interaction (HRI), based on already well-researched Human-Computer Interaction (HCI), has been under vigorous scrutiny since recent developments in robot technology. Robots may be more successful in establishing common ground in project-based education or foreign language learning for children than in traditional media. Backed by its strong IT environment and advances in robot technology, Korea has developed the world's first available e-Learning home robot. This has demonstrated the potential for robots to be used as a new educational media - robot-learning, referred to as 'r-Learning'. Robot technology is expected to become more interactive and user-friendly than computers. Also, robots can exhibit various forms of communication such as gestures, motions and facial expressions. This study compared the effects of non-computer based (NCB) media (using a book with audiotape) and Web-Based Instruction (WBI), with the effects of Home Robot-Assisted Learning (HRL) for children. The robot gestured and spoke in English, and children could touch its monitor if it did not recognize their voice command. Compared to other learning programs, the HRL was superior in promoting and improving children's concentration, interest, and academic achievement. In addition, the children felt that a home robot was friendlier than other types of instructional media. The HRL group had longer concentration spans than the other groups, and the p-value demonstrated a significant difference in concentration among the groups. In regard to the children's interest in learning, the HRL group showed the highest level of interest, the NCB group and the WBI group came next in order. Also, academic achievement was the highest in the HRL group, followed by the WBI group and the NCB group respectively. However, a significant difference was also found in the children's academic achievement among the groups. These results suggest that home robots are more effective as regards children's learning concentration, learning interest and academic achievement than other types of instructional media (such as: books with audiotape and WBI) for English as a foreign language.

• 충청수학회지
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• 제34권2호
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• pp.157-168
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• 2021

This study uses the benchmark interest rate of the Federal Open Market Committee (FOMC) to predict gold futures prices. For the predictions, we used the support vector machine (SVM) (a machine-learning model) and the long short-term memory (LSTM) deep-learning model. We found that the LSTM method is more accurate than the SVM method. Moreover, we applied the Boruta algorithm to demonstrate that the FOMC benchmark interest rates correlate with gold futures.

• 한국콘텐츠학회논문지
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• 제21권2호
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• pp.395-405
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• 2021

본 연구는 원격 PBL 수업에서 몰입수준에 대한 성취목표지향성과 학습동기의 관계에서 흥미 수준의 매개 효과를 탐색하기 위해서 수행되었다. 선행연구 분석을 통해 몰입과 관련된 학습 요인들을 분석하여 이론적으로 구조모형을 구성하였다. 이론적으로 구성된 구조모형 검증을 위해 교직과목을 수강하는 사범학부 59명의 학생을 대상으로 하였다. 자료수집은 원격으로 PBL 수업을 수행한 이후 몰입, 성취목표지향성, 학습동기, 흥미수준을 설문을 통해 수집하였고, 수집된 자료는 구조방정식 모형 분석 방법을 사용하여 몰입에 대한 성취목표지향성과 학습동기, 흥미수준의 영향의 구조적 관계에 대해 분석하였다. 그 결과 본 연구에서 제안한 구조적 모형이 타당한 것으로 검증되었다. 이에 성취목표지향성과 학습동기의 영향을 흥미수준이 매개하여 몰입에 영향을 주는 것으로 검증되었으며, 성취목표지향성의 영향을 흥미수준이 매개하는 경로가 가장 큰 영향력을 가지고 있는 것으로 검증되었다. 이에 원격 PBL수업을 운영할 때, 학습자들의 성취목표 지향성을 고려하여 흥미수준을 조절한다면 몰입수준을 조절할 수 있다는 시사점을 제시할 수 있다.

• 한국초등수학교육학회지
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• 제9권1호
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• pp.1-18
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• 2005

학생들은 학교 수학교육을 통해 획득한 방법으로 여러 수학 문제를 풀고 있지만 문제 해결에 부족한 부분이 많으며, 제 7차 교육과정에서도 문제 만들기 활동을 통한 학습이 강조되고 있지만 수와 연산 영역에 치우쳐 있다. 따라서 본 연구에서는 초등학교 수학 5-가 단계에 적합한 수학 문제 만들기 프로그램을 구안하여 적용한 후, 수학 학업 성취도와 태도 및 흥미도에 미치는 효과를 분석함으로써 학생들의 전반적인 수학 학습에 대한 학업 성취도와 태도 및 흥미도를 향상시킬 수 있는 방안을 모색하였다.

• Journal of Information Processing Systems
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• 제18권2호
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• pp.245-257
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• 2022

In the Internet of Things (IoT) era, the types of devices used by one user are becoming more diverse and the number of devices is also increasing. However, a forensic investigator is restricted to exploit or collect all the user's devices; there are legal issues (e.g., privacy, jurisdiction) and technical issues (e.g., computing resources, the increase in storage capacity). Therefore, in the digital forensics field, it has been a challenge to acquire information that remains on the devices that could not be collected, by analyzing the seized devices. In this study, we focus on the fact that multiple devices share data through account synchronization of the online platform. We propose a novel way of identifying the user's interest through analyzing the remnants of targeted advertising which is provided based on the visited websites or search terms of logged-in users. We introduce a detailed methodology to pick out the targeted advertising from cache data and infer the user's interest using deep learning. In this process, an improved learning model considering the unique characteristics of advertisement is implemented. The experimental result demonstrates that the proposed method can effectively identify the user interest even though only one device is examined.

• 과학교육연구지
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• 제39권3호
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• pp.321-332
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• 2015

본 연구는 '태양계와 별' 단원에 대한 스마트러닝 교수 학습 프로그램을 개발하고 적용하여 초등학생들의 과학적 태도, 과학 흥미도, 학업성취도에 어떠한 영향을 주는지 알아보고자 하였다. 초등학교 5학년 과학 교과 내용 중 '태양계와 별' 단원을 선정하여 설계한 스마트러닝 수업은 스마트기기의 다양한 콘텐츠를 활용하여 학습자간 상호작용과 협업을 통해 문제를 해결하도록 하였으며, 그 결과를 공유하여 교사 및 학생 상호 간 피드백을 받을 수 있도록 구성하였다. 연구의 결과는 다음과 같다. 첫째, 스마트러닝 교수 학습 프로그램은 학생들의 과학적 태도, 과학 흥미도와 학업성취도에 유의미한 효과가 있었다. 둘째, 스마트러닝 수업에 대한 설문조사와 개별면담 자료를 통해 긍정적인 반응을 확인하였다. 특히 수업의 '참여도'와 '흥미도' 부분에서 만족도가 높았고 스마트기기의 사용으로 수업을 게임처럼 재미있게 생각하는 반응이 많은 것으로 나타났다. 이상과 같은 결론에 근거하여 다른 단원, 다른 주제에 대한 스마트러닝 교수 학습 프로그램 개발과 연구의 필요성, 스마트러닝이라는 새로운 수업방식으로 흥미와 태도를 이끌어 내기 보다는 과학에 대한 본질적인 관심을 증대시킬 수 있는 방안과 같은 후속 연구의 방향에 대하여 제언하였다.

• 수산해양교육연구
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• 제17권2호
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• pp.252-259
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• 2005

In this research, as an educational tool in the Refrigeration instruction, a project learning method was applied which enables active hand on practice and encourages a more active participation of students with an increased level of interest in learning. The purpose of this study is to present project learning method as an educational tool that can arouse interest and motivation of students by an active hands-on learning process. This will aid in the enhancement of understanding of educators and students in the project learning method, and assist in development of project learning method that can increase intuitiveness and originality of students. For the purpose of the study, the following questions were asked. First, what is the level of existing knowledge pertaining to Refrigeration Training Program of students? Second, what effect does Refrigeration Training Program conducted via the project approach have on the level of motivation and interest of students? Third, what effect does Refrigeration Training Program conducted via the project approach have on the study habits of students?