• Title/Summary/Keyword: Customized Learning Contents

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Development of Extracting System for Meaning·Subject Related Social Topic using Deep Learning (딥러닝을 통한 의미·주제 연관성 기반의 소셜 토픽 추출 시스템 개발)

  • Cho, Eunsook;Min, Soyeon;Kim, Sehoon;Kim, Bonggil
    • Journal of Korea Society of Digital Industry and Information Management
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    • v.14 no.4
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    • pp.35-45
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    • 2018
  • Users are sharing many of contents such as text, image, video, and so on in SNS. There are various information as like as personal interesting, opinion, and relationship in social media contents. Therefore, many of recommendation systems or search systems are being developed through analysis of social media contents. In order to extract subject-related topics of social context being collected from social media channels in developing those system, it is necessary to develop ontologies for semantic analysis. However, it is difficult to develop formal ontology because social media contents have the characteristics of non-formal data. Therefore, we develop a social topic system based on semantic and subject correlation. First of all, an extracting system of social topic based on semantic relationship analyzes semantic correlation and then extracts topics expressing semantic information of corresponding social context. Because the possibility of developing formal ontology expressing fully semantic information of various areas is limited, we develop a self-extensible architecture of ontology for semantic correlation. And then, a classifier of social contents and feed back classifies equivalent subject's social contents and feedbacks for extracting social topics according semantic correlation. The result of analyzing social contents and feedbacks extracts subject keyword, and index by measuring the degree of association based on social topic's semantic correlation. Deep Learning is applied into the process of indexing for improving accuracy and performance of mapping analysis of subject's extracting and semantic correlation. We expect that proposed system provides customized contents for users as well as optimized searching results because of analyzing semantic and subject correlation.

The effects of e-learning characteristics on e-learner's scholastic performance (이러닝 특성이 학습자의 학업성과에 미치는 영향에 관한 연구)

  • Lee, Heon-Chul;Goo, Bon-Hee
    • Journal of the Korea Society of Computer and Information
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    • v.14 no.5
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    • pp.201-209
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    • 2009
  • RThe main object of this study is to stipulate the relation between e-learning characteristics and e-learner's scholastic performance through the integrated study model of perspective of educational technology and information technology. Using e-learning system quality, e-learning contents characteristics and interaction as independent variable, e-learner's scholastic performance as dependent variable and learning motivation as mediator, this study has examined the relationship among these variables. Two hundreds and twelve undergraduates in cyber university participated in the survey and filled out questionnaires related to this study. The main results are as followed. First, content's quality, technical quality and the support of school affairs have a significant effect on the e-learner's scholastic performance. Second, Learning motivation plays a partial mediating role in the relationship between e-learning characteristics and e-learner's scholastic performance. The meaningful implication of this study is that to improve e-learner's scholastic performance, we have to offer e-learners more customized various learning plans, learning contents and interaction between e-learners and e-learning systems.

A Study on the Application and Utilization of PDA in u-Learning (u-러닝에서 PDA 적용 방안 및 활용에 관한 연구)

  • Baek, Jang-Hyeon
    • Journal of The Korean Association of Information Education
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    • v.9 no.3
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    • pp.511-522
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    • 2005
  • The rapid development of information & communication technology has changed the paradigm of education. Recently the area of education is introducing u-Learning, in which learning is possible at any time and in any place through personal information devices such as PDA, tablet PC and mobile phone terminals. Taking advantage of the mobility and individuality of personal information devices, u-Learning can provide learning customized to the characteristics of individual learners without the limitations of time and space and can be effective in situational learning and experiential learning. In order to identify the uses of PDA in teaching.learning and to develop a basic teachinglearning model using PDA, the present study applied PDA directly to classes and examined the effects. According to the result, most students were satisfied with classes utilizing PDA but problems were also found in connection, insufficient contents for PDA, the quality of screen, etc.

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A Study on an Efficient Web Interface Design for Improving Education Effects on Cyber Spaces (사이버 교육효과 향상을 위한 효과적인 웹 인터페이스 디자인 방안 연구)

  • Park, Eun-Young;Park, Young-Ho
    • Journal of Digital Contents Society
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    • v.8 no.3
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    • pp.289-300
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    • 2007
  • Recently, the number of People who want to study by online has been gradually increased. In addition, people's desire is increasing that represents their special knowledge and personality with new paradigm of UCC(User Created Contents). Most of the educational web-sites offer currently boring and unified educational contents without interesting objects. Therefore I want to solve these problems of existing online educational web-sites and I strongly propose the method of design to make the place educational and useful that everyone can enjoy and manifest the user's dispositions. On this study, it's possible to make pleasant environment and improve educational effects on cyber space by designing it in accordance with the individual tastes which have various design elements, beauties and facilities by the customized design method. As a result, this study proposes the model of online educational web-site having various interfaces and focusing on the customized design.

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Students' Perception of Smart Learning in Distance Higher Education (스마트러닝에 대한 원격대학 학습자의 인식)

  • Choi, Hyoseon;Woo, Younghee;Jung, Hyojung
    • The Journal of the Korea Contents Association
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    • v.13 no.10
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    • pp.584-593
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    • 2013
  • The purpose of this research is to analyze students' perception of smart learning focusing on its definitions, roles and values in distance higher education. In the online survey, 1,950 students of 'A' open university were participated. The results show that the students viewed the smart learning to be more 'absorbing', 'interactive' and 'collaborative' than the existing e-learning, as it compiles their experiences into learning. However, the respondents' perceptions of smart learning varied among different age groups: more students in their 40s and 50s responded that smart learning was 'customized', 'humanlike', 'interactive', 'comfortable', 'stable', 'familiar', 'unstressful', and 'practical' than students in their 20s and 30s, and they tend to view the main feature of smart learning to be the compilation of learner experiences.

A Study on the Design and Implementation of the Learned Life Sports Team Recommendation Service System based on User Feedback Information (사용자 피드백 정보 기반의 학습된 생활 스포츠 팀 추천 서비스 시스템 설계 및 구현)

  • Lee, Hyunho;Lee, Wonjin
    • Journal of Korea Multimedia Society
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    • v.21 no.2
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    • pp.242-249
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    • 2018
  • In this paper, the customized sports convergence contents curation system is proposed for activation of life sports. The proposed system collects and analyzes profile of social sports group (club, society, etc.) for recommending optimized sports convergence contents to user. In addition, the feedback based on the recommendation result from the user is continuously reflected and the optimal recommendation is made possible. For the system evaluation, the proposed system is tested to 300 users (about 20 sports team) for about 3 months and the system is verified by analyzing the initial recommendation results and recommendation results reflected by user feedback.

A preliminary study for the development of educational IPTV contents (IPTV 교육용 콘텐츠 개발을 위한 탐색적 연구)

  • Leem, Jung-Hoon;Han, Seung-Yeon;Kim, Se-Ri
    • Journal of The Korean Association of Information Education
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    • v.13 no.4
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    • pp.517-528
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    • 2009
  • As a convergence media, IPTV is expected to provide better learning experience with customized and individualized contents. Yet, little has been known in the are of contents development. Hence, the purpose of this study was to explore educational use of IPTV in terms of design and development perspective. First, this paper identifies the concept and characteristics of IPTV in an educational context. Second, it categorizes the types of IPTV contents. Lastly, the paper discusses guidelines for the design, development, and management of educational IPTV contents.

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Exploratory Study on Christian Education through Hybrid Education System in Christian Universities (기독교 대학에서의 하이브리드 교육을 통한 기독교교육 가능성 탐색)

  • Bong, Won Young
    • The Journal of the Korea Contents Association
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    • v.14 no.6
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    • pp.513-528
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    • 2014
  • The landscape of Christian higher education is changing. Students once spent most of their time in a traditional classroom with a professor, but now they take online and hybrid courses (face to face and online). Some students complete their entire degree in a fully online program. Nearly every type of college in the United States offers online courses. Online learning has clearly moved from a fad to a fixture, and nowhere is that more apparent than at one of the largest universities in the country. As the demand for online course and programs increase, teachers and administrators in Christian universities and colleges face new challenges. Even though some teachers and administrators still believe online education is inferior to traditional face-to-face learning, we found no statistically significant differences in standard measures of learning outcomes between students in the traditional classes and students in the hybrid-online format classes. In this situation, since online education will develop continuously, Christian universities should utilize it variously through complete understanding and research about it predicting the future of online education style.

AR Tourism Recommendation System Based on Character-Based Tourism Preference Using Big Data

  • Kim, In-Seon;Jeong, Chi-Seo;Jung, Tae-Won;Kang, Jin-Kyu;Jung, Kye-Dong
    • International Journal of Internet, Broadcasting and Communication
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    • v.13 no.1
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    • pp.61-68
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    • 2021
  • The development of the fourth industry has enabled users to quickly share a lot of data online. We can analyze big data on information about tourist attractions and users' experiences and opinions using artificial intelligence. It can also analyze the association between characteristics of users and types of tourism. This paper analyzes individual characteristics, recommends customized tourist sites and proposes a system to provide the sacred texts of recommended tourist sites as AR services. The system uses machine learning to analyze the relationship between personality type and tourism type preference. Based on this, it recommends tourist attractions according to the gender and personality types of users. When the user finishes selecting a tourist destination from the recommendation list, it visualizes the information of the selected tourist destination with AR.

A Case Study on the Effectiveness of Major-friendly Contents in Software Education for the Non-majors (비전공자 소프트웨어 교육에서 전공맞춤형 학습 콘텐츠의 효과에 관한 사례 연구)

  • Seo, Joo-Young;Shin, Seung-Hun
    • Journal of Digital Convergence
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    • v.18 no.5
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    • pp.55-63
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    • 2020
  • Recently, there is a strong interest in SW basic education for non-major students in universities, but SW non-majors are having a hard time learning. This paper proposes a class operation method that utilizes customized contents reflecting the interests of non-majors, rather than using existing learning contents for SW majors. The proposed method is to improve the education effects by increasing the learning motivation of SW non-majors. The paper shows a case study of A university, which has operated non-major SW basic education for more than five years. The case study analyzed the change of class satisfaction of students of pre- and post- learning group that reformed major-friendly contents about the same curriculum. As a result, the students of social sciences are interested in learning contents using public data that can examine the social and cultural phenomena of the country, and humanities students are interested in text contents such as novels, history books, and SNS articles. In addition to the understanding of the lectures, the class satisfaction was also greatly improved, and it showed that the major-friendly contents is useful for SW basic education of non-majors.