• Journal of Korean Library and Information Science Society
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• v.43 no.4
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• pp.161-181
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• 2012

Because of the development of varieties multimedia and information technology, university students's book reading and university library's book borrowing rate is decreasing. As a center of liberal learning, university libraries have many events for the promotion of reading. But those events do not give practical help for students. In order to solve this problem, researcher benchmarked 4 university libraries that have most active in reading events. The results is below. For reading promotion about the liberal books that was recommended by university, it is suitable to be reading in university education system. Reading discussion is effective for motivation in library reading events. Writing is preferable at reading education by integrating the personal and reading experience. The reading ability of librarians is essential for good reading service in library.

• The Journal of Korean Association of Computer Education
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• v.4 no.2
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• pp.115-123
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• 2001

In the early stage of Web-based Instruction, it didn't gain preference in spite of it's benefit of convenience. The main reason is, I think, the lack of generality at the education system which eventually results in unsatisfactory facilities compared with the requirement of teachers and students. And the early systems don't make good use of the plenty data in distributed environment, and don't show so good reliablity due to lack of systematic design and development. In this paper, we suggest WBI developing technology using the concept of WBSE. WBI developing is consist of component of pre-developed education software, integration of component using its reusability, and production of more requirement-satisfactory education software.

• Proceedings of the Korea Information Processing Society Conference
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• 2013.05a
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• pp.618-620
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• 2013

네트워크 및 컴퓨팅 기술의 발달로 데이터를 위탁 저장하고 이를 언제어디서든 다양한 단말로 처리 할 수 있는 클라우드컴퓨팅서비스가 활성화되고 있다. 특히 클라우드컴퓨팅 서비스 중 DaaS가 널리 사용되고 있다. 하지만, 위탁 저장된 데이터베이스에 신체 정보라던가 개인의 민감한 정보가 암호화 없이 저장된다면 서버에 저장된 데이터를 데이터 소유주의 동의 없이 공격자 및 비윤리적인 서버관리자가 열람할 수 있다는 보안 문제점이 있어 위탁 저장된 데이터베이스의 암호화가 필요하다. 하지만 기존에 사용되고 있는 암호화 알고리즘으로 암호화된 데이터를 안전하게 검색하기 위해선 암호화 데이터를 전부 데이터 소유자의 단말기에 내려 받고 전부 복호화해서 검색해야 하기에 데이터를 위탁 저장하는 의미가 퇴색된다. 이와 같은 문제를 해결하기위해 검색 가능한 암호시스템(Searchable Encryption System)이 등장하게 되었다. 하지만 기존의 검색가능 암호 시스템은 같은 키워드를 검색하기위해 생성된 트랩도어가 동일한 형태를 가지게 된다. 수많은 검색 쿼리들이 위탁저장소에 전송되며, 저장소의 관리자는 쿼리를 통해 키워드를 유추하고, 쿼리를 통해 사용자가 어떤 데이터를 저장하고 검색하는지 학습이 가능하기 때문이다. 따라서 본 논문은 동일한 사용자가 같은 키워드를 검색하더라도 매번 다른 트랩도어가 생성되도록 하여 비윤리적인 서버관리자가 검색 쿼리를 통해 검색 내용 및 데이터를 유추할 수 없도록 하는 일회용 트랩도어를 이용한 검색가능 암호 시스템을 제안한다.

• The Korean Journal of Applied Statistics
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• v.34 no.3
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• pp.329-345
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• 2021

Recommender systems use data from customers to suggest personalized products. The recommender systems can be categorized into three cases; collaborative filtering, contents-based filtering, and hybrid recommender system that combines the first two filtering methods. In this work, we introduce and compare deep learning-based recommender system using autoencoder. Autoencoder is an unsupervised deep learning that can effective solve the problem of sparsity in the data matrix. Five versions of autoencoder-based deep learning models are compared via three real data sets. The first three methods are collaborative filtering and the others are hybrid methods. The data sets are composed of customers' ratings having integer values from one to five. The three data sets are sparse data matrix with many zeroes due to non-responses.

• Proceedings of the Korean Society of Broadcast Engineers Conference
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• fall
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• pp.304-307
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• 2021

ML(machine learning) 기술을 활용하여 실용적인 측면에서 일반 사용자들이 바라보고 사용할 수 있도록 다양한 연구 개발이 이루어지고 있다. 특히 최근 개인 사용자의 personal computer와 mobile device의 processing unit의 연산 처리 속도가 두드러지게 빨라지고 있어 ML이 더 생활에 밀접해지고 있는 추세라고 볼 수 있다. 현재 ML시장에서 다양한 솔루션 및 어플리케이션을 제공하는 툴이나 라이브러리가 대거 공개되고 있는데 그 중에서도 Google에서 개발하여 배포한 'Mediapipe'를 사용하였다. Mediapipe는 현재 'android', 'IOS', 'C++', 'Python', 'JS', 'Coral' 등의 환경에서 개발을 지원하고 있으며 더욱 다양한 환경을 지원할 예정이다. 이에 본 팀은 앞서 설명한 Mediapipe 프레임워크를 기반으로 Machine Learning을 사용한 image processing를 통해 일반 사용자들에게 편의성을 제공할 수 있는 알람 프로그램을 연구 및 개발하였다. Mediapipe에서 신체를 landmark로 검출하게 되는데 이를 scikit-learn 머신러닝 라이브러리를 사용하여 특정 자세를 학습시키고 모델화하여 알람 프로그램에 특정 기능에 조건으로 사용될 수 있게 하였다. scikit-learn은 아나콘다 등과 같은 개발환경 패키지에서 간단하게 이용 가능한데 이 아나콘다는 데이터 분석이나 그래프 그리기 등, 파이썬에 자주 사용되는 라이브러리를 포함한 개발환경이라고 할 수 있다. 하여 본 팀은 ML기반의 영상처리 알람 프로그램을 제작하는데에 있어 이러한 사항들을 파이썬 환경에서 기본적으로 포함되어 제공하는 tkinter GUI툴을 사용하고 추가적으로 인텔에서 개발한 실시간 컴퓨터 비전을 목적으로 한 프로그래밍 라이브러리 OpenCV와 여러 항목을 사용하여 환경을 구축할 수 있도록 연구·개발하였다.

• Proceedings of the Korea Information Processing Society Conference
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• 2020.11a
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• pp.826-829
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• 2020

스포츠팀 운영에 있어서 경기 중 상황에 대한 통계와 분석을 통해 좋은 성과를 내는 것은 스포츠 야구 종목의 Sabermetrics를 통해 이미 증명된 바가 있다. 한편, 축구에서는 최근 들어 선수의 역량을 평가하기 위하여 객관적인 시각에서 슈터(Shooter)에게 주어진 기회, 즉 슈팅 상황을 바라보는 기대 득점(Expected Goal; 이하 xG)이라는 지표가 등장하였으나, 객관성이라는 평가 의도와 다르게 경기 내 각각의 슈팅 상황을 정의하는 것에 있어 축구 분석관들의 주관성에 의존하는 한계성을 지녔다. 본 논문은 xG를 산출하는 방식에 있어서 기존의 주관성을 배제하고 인공지능을 통해 상황을 정의하여 객관적인 평가지표를 지향하며 유의미한 통계적 수치를 지닌 xG를 도출함으로써 결과 위주의 분석만이 존재하던 축구 종목에 있어서 경기 중 상황에 대한 객관적인 판단 및 정의에 대한 방향성을 제시한다. 또한, 본 논문에서의 인공지능은 국내 K리그 슈팅 데이터를 통해 학습되어 K리그 내 전략적인 상황들에 대한 특화된 xG를 도출하며, 이를 웹을 통해 K리그 내 선수 개개인에 대해서 시계열, 상대 팀, 슈팅 위치별 그래프로 시각화하여 제공하는 시스템을 구축함으로써 K리그를 기준으로 선수에 대한 평가 및 경기 운영에 기여할 수 있는 기대 득점 분석 서비스를 제공한다.

• The Journal of Society for e-Business Studies
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• v.21 no.1
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• pp.147-163
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• 2016

Gender information of a smart device user is essential to provide personalized services, and multi-modal data obtained from the device is useful for predicting the gender of the user. However, the method for utilizing each of the multi-modal data for gender prediction differs according to the characteristics of the data. Therefore, in this study, an ensemble method for predicting the gender of a smart device user by using three classifiers that have text, application, and acceleration data as inputs, respectively, is proposed. To alleviate privacy issues that occur when text data generated in a smart device are sent outside, a classification method which scans smart device text data only on the device and classifies the gender of the user by matching text data with predefined sets of word. An application based classifier assigns gender labels to executed applications and predicts gender of the user by comparing the label ratio. Acceleration data is used with Support Vector Machine to classify user gender. The proposed method was evaluated by using the actual smart device log data collected from an Android application. The experimental results showed that the proposed method outperformed the compared methods.

• Journal of The Korean Association of Information Education
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• v.10 no.1
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• pp.107-115
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• 2006

As the use of computers and the Internet become more commonplace, many children are using the Internet. The Internet is rapidly permeating into the daily lives of elementary school students. There are some positive effects of using the Internet: it helps children's studies and communication skills and relives stress. However, some negative effects are arising, such as aggressive behavior caused by Internet games, sleeping disorders, and Internet addiction. The goal of this disquisition was to find out how an upper class of elementary school children are using the Internet and also the degree of their Internet addictions. The effects that Internet addiction had on various aspects, such as on the individual, family, and school were observed. In the individual aspect, self-respect, self-control, awareness of stress, depression, and personal taste were observed. In the aspect of family, communication with parents, the nursing behavior of parents, family functions, friendliness within the family, and the family's emotional support were observed. In the aspect of school, relationships with teachers, relationships with friends, study activities, compliance to rules and participation in events were observed. By analyzing each cause of Internet addiction, this disquisition hopes to help prevent Internet addiction and to support educational guiding about Internet addiction of elementary school children.

• Journal of Korean Classical Literature and Education
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• no.32
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• pp.287-326
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• 2016

This study describes the acceptance of Hae-Dong-Yu-Yo(海東遺謠), which is a book the 19th century to 20th century, into the genre of poetry. In chapter 2, I searched for lists, constructions and arrangement of poems in Hae-Dong-Yu-Yo(海東遺謠). The book has not only 39 poems (gasa) in Korean, but also more than 20 poems (hansi) in Chinese. I also found two new poems by the editor of the book. This shows that the receiver fully accepts the poetry and that he has equal consideration for Korean songs as well as hansi ones. In chapter 3, I focused on the red and blue points inside letters. When we read only the red and blue points within the poetry, I realized that Hae-Dong-Yu-Yo(海東遺謠) created these for poetry's literary value, not for music or songs. This reveals how the editor of Hae-Dong-Yu-Yo(海東遺謠) received the older famous poems as his own. This shows us the degree of acceptance of Korean classical poetry and songs, and therefore leads us to believe that this can be of use to present learners as well.

• Journal of Korea Entertainment Industry Association
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• v.14 no.8
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• pp.487-499
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• 2020

This study aims to planned Elementary Multicultural Education Program for Promoting Self Esteem. To this end, consider the application force of education and teaching system designed to reorganize the ADDIE Model study was carried out in accordance with the analysis, design, development, process evaluation. To this end, analyzing the between self-esteem and group theory related to them and the social identity theory and key concepts to consider in the context of multicultural education programs for elementary self-esteem enhancement identity, prejudice, cooperation and was composed of equality. Four key concepts are sub-elements of self-esteem individuals, homes, schools, set up a detailed learning objectives in accordance with the social and selecting the learning content and organization, which was composed of a total of 16 class periods. Considering the characteristics and interests of the target students, the teaching-learning method was designed to utilize various methods, including games, quizzes, and discussions, and each class was designed to be developed by organizing them into subjects-learning goals-activities(recognition-exploration-clearing). Since in the three-member expert review, modify the content on the basis of opinions and presented the final program. The program planned by this study, further research is required to verify the effectiveness and utilization in the educational field and expects effective multicultural education.