• Title/Summary/Keyword: Information Personalization

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Hybrid Product Recommendation for e-Commerce : A Clustering-based CF Algorithm

  • Ahn, Do-Hyun;Kim, Jae-Sik;Kim, Jae-Kyeong;Cho, Yoon-Ho
    • Proceedings of the Korea Inteligent Information System Society Conference
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    • 2003.05a
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    • pp.416-425
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    • 2003
  • Recommender systems are a personalized information filtering technology to help customers find the products they would like to purchase. Collaborative filtering (CF) has been known to be the most successful recommendation technology. However its widespread use in e-commerce has exposed two research issues, sparsity and scalability. In this paper, we propose several hybrid recommender procedures based on web usage mining, clustering techniques and collaborative filtering to address these issues. Experimental evaluation of suggested procedures on real e-commerce data shows interesting relation between characteristics of procedures and diverse situations.

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Study on Algorithm to Generate Trip Plans Based on The User's Rating Using the Statistical Information and Photo Tag Information for The Personalization of Travel (여행의 개인화를 위한 사진태그정보 및 통계정보를 이용한 사용자 평점 기반의 여행계획 자동생성 알고리즘)

  • Jung, HyunKi;Lim, Sang min
    • Proceedings of the Korea Information Processing Society Conference
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    • 2015.04a
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    • pp.901-904
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    • 2015
  • 본 논문에서는 사진의 태그정보 및 통계정보, 사용자 평점을 이용하여 여행에 앞서 본인의 취향 등에 맞는 개인화 된 여행계획을 생성할 수 있도록 지원하는 연구를 진행하였다. 개인화 된 여행계획의 자동생성을 위하여, 나이, 성별, 직업, 소득, 학력에 따라 선호하는 여행의 태마를 통계자료를 통해 구분하였고, 사진의 태그정보를 이용하여 사용자가 가장 선호하는 테마를 분별하여 개인화 할 수 있도록 하였다. 이렇게 구분된 태마는 다양한 포털사이트에 등록된 사용자 평점 정보를 토대로 하여 여행계획을 생성하여 사용자에게 제공할 수 있도록 하였다.

A study on the user-evaluation of museum smart phone applications in pre-visit setting (박물관 스마트폰 애플리케이션에 대한 사용자 평가 연구)

  • Rhee, Boa
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2013.01a
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    • pp.215-218
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    • 2013
  • 본 논문에서는 루브르박물관, 미국자연사박물관, 대영박물관, 아시아문명박물관, 국립미술관, 빌바오 구겐하임스마트폰 애플리케이션에 대한 사용자 평가를 통해 정보서비스에 대한 만족도를 비교하고, 사용성과 기능적 특성간의 상관관계를 검증했다. 사용자 평가에 대한 종합결과와 정보서비스의 총점을 비교한 결과, 빌바오 구겐하임, 미국자연사박물관, 루브르박물관에 대한 만족도가 높게 평가되었다. 또한 사용성은 개인화적 특성, 비간섭적 특성, 동기부여, UX/UI, 연결완전성이 내재한 관람모형, 정보서비스 등 모든 요인과 유의미한 상관관계에 있었다. 본 연구를 통해 도출된 하나의 중요한 시사점은 박물관 스마트 폰 애플리케이션에 대한 만족도는 하드웨어나 기술의 적용보다는 콘텐츠와 관람객 사이에서 발생하는 인터랙션에 따라 좌우된다는 것이다.

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The Framework for the Classification of KM Strategies in Manufacturing Firms Based on Target Costing and IT Infrastructure (원가기획시스템과 정보기술 하부구조를 이용한 제조기업 지식경영 전략 유형 구분의 틀)

  • Choe, Jong-Min
    • The Journal of Information Systems
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    • v.21 no.3
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    • pp.45-70
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    • 2012
  • Based on the usage levels of target costing systems(TCS) and information technology (IT) infrastructure, this study aims to develop a framework useful for classifying four types of knowledge management(KM) strategies in manufacturing firms: process-oriented, product-oriented, mixed and negative. We adopted a multi-methodological approach by mixing both qualitative and quantitative methods. Before developing a framework, through a case study of the H Motor Company in Korea, this paper investigated and showed the functions of TCS in the management of tacit knowledge. The results from the case study indicated that with the use of TCS, a firm can create, transfer, and share diverse kinds of tacit knowledge among employees for the facilitation of process innovation. We also empirically confirmed the four types of KM strategies, and demonstrated the characteristics(i.e., size, total sales, age, and knowledge intensity) of the organizations adopting each strategy.

A System of Personalized and Intelligent Tourism Content Service Based on Semantic Web (시맨틱 웹 기반의 개인화 지능형 문화관광 서비스 시스템)

  • Joo, Jaehun
    • The Journal of Information Systems
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    • v.18 no.3
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    • pp.211-229
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    • 2009
  • Recently, trends of information technology development include offerings of service for personalization, intelligence, and convergence. The research suggested a new tour system that tourists can make their tour packages by applying Semantic Web technology. The system includes ontologies and inference rules for offering intelligent and personalized service. Our system called MYT (Make Your Tour-package) was successfully demonstrated by employing realistic scenarios. Current version of the MYT system needs manager's intervention to link and integrate automatically ontology subsystem and Web service. In further study, the MYT will be extended to the system including a component integrating automatically subsystems and a component capturing and processing context data from RFID/USN.

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A Recommendation Procedure for Group Users in Online Communities

  • O Hui-Yeong;Kim Hye-Gyeong;Kim Jae-Gyeong
    • Proceedings of the Korea Inteligent Information System Society Conference
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    • 2006.06a
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    • pp.344-353
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    • 2006
  • Nowadays many people participate in online communities for information sharing. But most recommender systems are designed for personalization of individual user, so it is necessary to develop a recommendation procedure for group users, such as participants in online communities. This paper proposes a group recommender system to recommend books for group users in online communities. For such a purpose, we suggest a group recommendation procedure consisting of two phases. The first phase is to generate recommendation list for 'big user' using collaborative filtering, and the second phase is to remove irrelevant books among previous list reflecting the preference of each individual user. The procedure is explained step by step with an illustrative example. And this procedure can potentially be applied to other domains, such as music, movies and etc.

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The Effects of Service Quality on Customer Satisfaction and e-Loyalty in e-learning Site

  • Han, Dae-Mun;Kim, Yeong-Real;Kim, Jong-Woo;Lee, Jung-Ho
    • Proceedings of the Korea Society for Industrial Systems Conference
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    • 2007.02a
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    • pp.110-113
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    • 2007
  • The purpose of this study was to investigate the nature of relationships among service quality, customer satisfaction and e-loyalty in e-learning site. In order to achieve the study purpose, survey method was applied As a result. it was revealed that service quality had significant effects on customer satisfaction in e-learning site. The influential factors of service quality on customer satisfaction included convenience of use, personalization, tangibles, responsiveness, and reliability in learning site. In addition, service quality had significant effects on e-loyalty as well.

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A Study on the MyLibrary for Digital Reference Service (디지털참고봉사를 위한 MyLibrary에 관한 연구)

  • 김휘출
    • Journal of the Korean BIBLIA Society for library and Information Science
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    • v.12 no.1
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    • pp.101-115
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    • 2001
  • The library information service which uses a web is active. But users feel difficulty to use library homepage's content, because many content are accumulated in the library homepage very rapidly. So users want to be customized and personalized the various content which it provides from library home page. The MyLibrary is founded in customization and personalization of library's content. This MyLibrary is suitable for large library. But the MyLibrary can be used as the tool for digital reference service.

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The Perceived Importance of Knowledge Management System Functionalities in Research Teams: An Empirical Analysis of Government-sponsored Research Organizations (연구개발 조직의 지식경영시스템 기능에 대한 인지적 중요도에 관한 연구: 정부출연 연구소를 중심으로)

  • Lee, Hong-Joo;Yoo, Ki-Hyun;Kim, Jong-Woo;Park, Sung-Joo
    • Asia pacific journal of information systems
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    • v.13 no.3
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    • pp.243-259
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    • 2003
  • Many R&D organizations have interests on knowledge management system(KMS) to organize and utilize their knowledge resources. Currently, for research collaboration and knowledge management R&D organizations use either a specialized knowledge management system or a set of general application systems such as basic messaging system and document management system. The objectives of this paper are to identify important functionalities of knowledge management systems based on team characteristics and knowledge process of research teams in research organizations and to provide implications to design and implement knowledge management system for R&D teams. Survey results show that research teams perceive communication, collaboration and connection functionalities are important when their team sizes are large or they are distributed. During knowledge capture process, they need personalization of knowledge to reduce information overload.

Intelligent Mobile Agents in Personalized u-learning

  • Cho, Sung-Jin;Chung, Hwan-Mook
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • v.10 no.1
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    • pp.49-53
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    • 2010
  • e-learning and m-learning have some problems that data transmission frequently discontinuously, communication cost increases, the computation speed of mass data drops, battery limitation in the mobile learning environments. In this paper, we propose the PULIMS for u-learning systems. The proposed system intellectualize the education environment using intelligent mobile agent, supports the customized education service, and helps that learners feasible access to the education information through mobile phone. We can see the fact that the efficience of proposed method is outperformed that of the conventional methods. The PULIMS is new technology that can be used to learn whenever and wherever learners want in Ubiquitous education environment.