• Journal of information and communication convergence engineering
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• 제20권4호
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• pp.288-294
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• 2022

The media content market has been growing, as various types of content are being mass-produced owing to the recent proliferation of the Internet and digital media. In addition, platforms that provide personalized services for content consumption are emerging and competing with each other to recommend personalized content. Existing platforms use a method in which a user directly inputs video metadata. Consequently, significant amounts of time and cost are consumed in processing large amounts of data. In this study, keyframes and audio spectra based on the YCbCr color model of a movie trailer were extracted for the automatic generation of metadata. The extracted audio spectra and image keyframes were used as learning data for genre recognition in deep learning. Deep learning was implemented to determine genres among the video metadata, and suggestions for utilization were proposed. A system that can automatically generate metadata established through the results of this study will be helpful for studying recommendation systems for media super-personalization.

• Journal of Information Science Theory and Practice
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• 제12권1호
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• pp.39-59
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• 2024

An online social network is a platform that is continuously expanding, which enables groups of people to share their views and communicate with one another using the Internet. The social relations among members of the public are significantly improved because of this gesture. Despite these advantages and opportunities, criminals are continuing to broaden their attempts to exploit people by making use of techniques and approaches designed to undermine and exploit their victims for criminal activities. The field of digital forensics, on the other hand, has made significant progress in reducing the impact of this risk. Even though most of these digital forensic investigation techniques are carried out manually, most of these methods are not usually appropriate for use with online social networks due to their complexity, growth in data volumes, and technical issues that are present in these environments. In both civil and criminal cases, including sexual harassment, intellectual property theft, cyberstalking, online terrorism, and cyberbullying, forensic investigations on social media platforms have become more crucial. This study explores the use of machine learning techniques for addressing criminal incidents on social media platforms, particularly during forensic investigations. In addition, it outlines some of the difficulties encountered by forensic investigators while investigating crimes on social networking sites.

• 한국컴퓨터정보학회논문지
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• 제28권5호
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• pp.189-196
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• 2023

본 연구는 정보통신기술(IT)의 발전으로 외국어 교육과 학습에서 기존의 전통적인 '훈련과 연습(drill and practice)'의 방법에서 벗어난 '컴퓨터 보조언어학습(Computer-assisted learning: CALL)'과 '모바일 지원 언어학습(Mobile-based Language Learning: MALL)'이 실제로 어학 교육에 미치는 영향을 분석한다. 연구 대상은 비교적 영어 능력이 상대적으로 우수하지 않고, 또한 영어학습에 대한 동기부여를 충분히 느끼지 못하는 전문대학 1학년 학생들을 대상으로 진행하였다. 연구 방법은 멀티미디어 저작 도구를 이용하여 디지털 콘텐츠를 제작하여 이러닝(e-learning) 시스템에 등재하여 교육보조재료로 한 학기 동안 활용한다. 동영상 콘텐츠는 컴퓨터, 스마트폰, 테블릿, 노트북 등 다양한 매체로 접근하여 활용할 수 있도록 구성한다. 동영상 콘텐츠에 대한 설문조사를 통하여 콘텐츠의 구성, 학습에 도움 여부, 보완해야 할 부분, 콘텐츠 접근 빈도, 학습경로 등을 분석한다. 분석의 결과를 통하여 정보통신기술을 활용한 어학 학습의 효과, 교육용 콘텐츠의 개선해야 할 부분 및 교육에 어떻게 활용해야 하는지에 대해 제언한다. 궁극적으로는 '플립러닝((Flipped Learning)'을 위한 컴퓨터 및 모바일 매체에 대한 효용성 분석과 활용방안을 제언한다.

• 한국컴퓨터정보학회논문지
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• 제18권9호
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• pp.91-99
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• 2013

스마트 디바이스의 개발과 발달, 그리고 스마트 디바이스의 보편화에 따라 사용자들은 한 개 이상의 스마트 디바이스를 소지하게 되었다. 기존의 온라인 학습 서비스는 하나의 스크린을 분할시켜 다양한 정보를 제공해 왔다. 그러나 기존의 PC환경과 다르게 스마트 디바이스가 발달되고 보편화됨에 따라, 사용자의 학습공간은 하나의 스크린 환경에서 다중스크린 환경으로 변화할 것이다. 본 논문에서는 다중스크린을 기반으로 한 스마트 학습공간을 구성하고, 스마트 학습공간에서 미디어 콘텐츠를 융합하여 서비스하는 시스템을 제고하고자 한다. 이에 다중스크린 관련연구 분야와 다중스크린 환경에 합당한 온라인 학습 서비스를 분석 설계하여 Timed Button이라는 스마트 디바이스 간의 동기화 기법을 제시한다.

• 한국멀티미디어학회논문지
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• 제24권1호
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• pp.117-124
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• 2021

Korean education in China began at Peking University in the 1950s. At present, The Korean language education in China has made remarkable progress in many aspects such as scale, scope, level and achievement. In addition, with the increasingly frequent economic and cultural exchanges or cooperation between China and South Korea and the increasing trend of internationalization, the prosperity of Korean wave culture and the sound development of China-South Korea relations, the country's demand for Korean language talents is increasing day by day. However, with the rise of Korean education in China in recent years, some hidden problems also surfaced. In this paper, the Korean language proficiency test(TOPIK) is used to evaluate the Korean language proficiency of Korean learners, and Chinese juniors are used to evaluate the Korean language proficiency. In addition, a questionnaire survey was conducted to analyze the learning media of Chinese Korean learners at the present stage, and the relationship between learning media and learning outcomes was concluded. At the same time, deficiencies and problems existed in Korean education in colleges and universities were proposed and their own ideas were put forward.

• 스마트미디어저널
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• 제5권2호
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• pp.24-32
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• 2016

Recently, the development of electronic teaching materials and the demand of digital learners have led the needs on the education contents that replace learning from character information and the change of an information design method for this. Chinese character education in the traditional schooling mainly focuses on writing and memorization (semantic memory). This way that the stories do not exist has brought the learners' recognition that Chinese character is difficult to learn. Meanwhile, for a language study such as English, cross-media development between printed materials and audio-visual materials has been actively introduced. The method that extends episode memories along with memorization through a story is widely used. Therefore, this content suggests a prototype, which is broken away from an existing way of learning Chinese character that mainly focuses on writing, one sided instruction and information cramming. This makes learners learn through a story from printed materials and animation. Furthermore, it suggests a method that extends episode memories through Chinese education contents based on IoT explaining the principle of Chinese character by combining IT technology (information and communications, IoT) and education contents on block toys.

• 한국방송∙미디어공학회:학술대회논문집
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• 한국방송∙미디어공학회 2020년도 추계학술대회
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• pp.18-20
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• 2020

본 연구에서는 고차원 데이터에 대한 차원축소 및 군집 분석과 같은 비지도 학습 알고리즘에 대해 알아보기 위해서 얼굴 이미지 데이터 셋을 사용한다. 얼굴 데이터 셋에 대하여 주요 비지도 학습 알고리즘을 이용하여 실시간으로 클러스터링하고, 그 성능을 비교한다. 비디오에서 추출된 영상 속의 7명의 인물에 대하여 Scikit-learning 라이브러리에서 제공하는 클러스터링 알고리즘과 더불어 주요 차원축소 알고리즘(Dimension Reduction Algorithm)을 사용하여 총 10개의 알고리즘에 대하여 분석한다. 또한, 클러스터링 성능 검사를 통해 알고리즘의 성능을 비교해보고, 이를 통하여 앞으로의 연구 방향에 대해 고찰한다.

• 한국도서관정보학회지
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• 제38권4호
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• pp.341-356
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• 2007

본 논문은 구성주의 학습기법과 학교도서관의 관계를 규명하여 학교도서관이 구성주의 학습기법에서 어떠한 역할을 할 수 있고 나아가서 학교교육에 어떻게 기여 할 수 있는가를 연구하였다. 이러한 결과를 도출하기 위하여 현대 지식정보사회에서의 구성주의와 구성주의 학습기법의 발달과정, 개념, 특성 등을 살펴보았다. 학교 도서관에서는 특히 사서교사의 information literacy교육의 개념과 그 중요성을 파악하고 이를 통하여 구성주의 학습기법이 효과적으로 수행 될 수 있음을 주장하였다.

• 한국농촌건축학회논문집
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• 제13권2호
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• pp.47-54
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• 2011

According to the master plan of the Ministry of Education, Science and Technology, departmentalized class system will be extended to all general middle & high schools by 2014 with the exception only of those having less than 6 classes located in small cities in rural areas. Under departmentalized class system, according to class timetable, students need to move from classroom to another classroom and areas where homebases, lounges, media spaces, rest places, and etc. This study has been undertaken to provide architectural data required in planning for student & learning support space for schools operating departmentalized class system, by investigating and analyzing cases in use at schools operating the system in Chungbuk area. As departmentalized class system is increasingly introduced, student & learning support space should be understood newly as spaces indispensable for students.

• 한국정보처리학회:학술대회논문집
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• 한국정보처리학회 2016년도 춘계학술발표대회
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• pp.783-786
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• 2016

E-learning is a new teaching model nowadays, and Virtual Reality (VR) technology is reported that the use of virtual reality as an education tool can increase student interests, understanding, and creative learning because of encouraging students to learn by exploring and interacting with the information on the virtual environment. Besides that, LEGOs have long been the favorite of many children. LEGOs provide a mechanism to understand and do for many concepts from spatial relationships to robotics platforms. In this paper, we present a virtual reality application based on the assembly of LEGO-Like bricks to increase math and science learning by improving spatial thinking. It not only encourages students to pursue careers in science, technology, engineering, or mathematics but also enhances learner's ability to analyze and solve problems. The application is built by Processing 2.0 as the easier programming language which is a top-down approach to build the 3D interactive program.