• Title/Summary/Keyword: Web Usage Analysis

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Development of a Personalized Recommendation Procedure Based on Data Mining Techniques for Internet Shopping Malls (인터넷 쇼핑몰을 위한 데이터마이닝 기반 개인별 상품추천방법론의 개발)

  • Kim, Jae-Kyeong;Ahn, Do-Hyun;Cho, Yoon-Ho
    • Journal of Intelligence and Information Systems
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    • v.9 no.3
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    • pp.177-191
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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 is the most successful recommendation technology. Web usage mining and clustering analysis are widely used in the recommendation field. In this paper, we propose several hybrid collaborative filtering-based recommender procedures to address the effect of web usage mining and cluster analysis. Through the experiment with real e-commerce data, it is found that collaborative filtering using web log data can perform recommendation tasks effectively, but using cluster analysis can perform efficiently.

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An analysis on the web usage pattern graph using web users' access information (웹 이용자의 접속 정보 분석을 통한 웹 활용 그래프의 구성 및 분석)

  • Kim, Hu-Gon
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2005.10a
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    • pp.422-440
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    • 2005
  • There are many kinds of research on web graph, most of them are focus on the hyperlinked structure of the web graph. Well known results on the web graph are rich-get-richer phenomenon, small-world phenomenon, scale-free network, etc. In this paper, we define a new directed web graph, so called the Web Usage Pattern Graph (WUPG), that nodes represent web sites and arcs between nodes represent a movement between two sites by users' browsing behavior. The data to constructing the WUPG, approximately 56,000 records, are gathered in the Kyungsung University. The results analysing the data summarized as follows: (i) extremely rich-get-richer phenomenon (ii) average path length between sites is significantly less than the previous one (iii) less external hyperlinks, more internal hyperlinks

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Service Status Analysis About the Spatial Information Open Platform based on the Analysis of Web Server Log and System Log (웹 및 시스템 로그 분석 기반 공간정보 오픈플랫폼 서비스 사용 현황 분석)

  • Jang, Han Sol;Hong, Seong Hun;Kim, Min Soo;Jang, In Sung
    • Spatial Information Research
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    • v.23 no.3
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    • pp.45-54
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    • 2015
  • Since the V-World, the Spatial Information Open Platform service, has started in 2012, a lot of people have increased explosively every year with their interest. It is necessary to know the specific service status in order to serve as indicators of the improvement of user's environment and the service to be added in the future based on the user's increasing need. However, there is difficulty to figure out more specific service status, such as the usage of hardware resources for 2D / 3D / Portal services and the actual user usage patterns, because the current system does not have the real-time monitoring system. Therefore, in this paper, through the analysis of the usage of system resources for 2D / 3D / Portal services based on web server log and the usage of hardware resources such as CPU, Memory based on system log, we analyze the usage of service in 2015 and compare with the results of the 2014, to present problems of the current system and the solutions about the problems.

sPAC(Web Services Performance Analysis Center): A performance-aware web service composition tool (sPAC(Web Service Performance Analysis Center): 성능 중심의 웹 서비스 조합 도구)

  • Chang, Hee-Jung;Song, Hyung-Ki;Lee, Kang-Sun
    • Journal of the Korea Society for Simulation
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    • v.14 no.3
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    • pp.119-127
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    • 2005
  • Web services and their composition (web processes) are promising technologies to efficiently integrate disparate software components over various types of systems. As many web services are nowadays available on Internet, quality of services (QoS) and performance/cost become increasingly important to differentiating between similar service providers. In this work, we introduce sPAC (Web Services Performance Analysis Centre) and show how customers can benefit from sPAC to consider performance in composing and commercializing web services. sPAC 1) helps users to graphically describe the workflow of web services, 2) invokes web services to test out performance for light load conditions, 3) automatically converts the web services and the flow between them into a simulation model, 4) conducts extensive simulations for heavy load conditions and various usage patterns, and 5) reports analysis results and estimation data for the web services.

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Understanding a User's Service Usage and Knowledge Sharing Behavior in the Context of Knowledge Search Service (지식검색 서비스 사용자의 서비스 사용과 지식 공유 행위에 관한 이해)

  • Kim, Byoungsoo;Jeon, Jin Ho;Kang, Young Sik
    • Knowledge Management Research
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    • v.10 no.2
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    • pp.85-103
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    • 2009
  • Web 2.0, characterized as openness, sharing, and participation, has enabled Internet users to easily generate a variety of contents, and to share them through Web 2.0 services. Knowledge search service (KSS) is positioning itself as one of typical Web 2.0 services. Yet, few studies have sharpened our understanding of users' knowledge sharing behavior in the KSS environment. In order to address this knowledge void, this paper attempts to explore antecedents of their usage behavior in the KSS environment. Typically, they utilize stored knowledge and share their knowledge simultaneously. Considering this characteristic, our study regards service usage intention and knowledge sharing intention as final dependent variables. This study advances a research model based on Bhattacherjee's expectation-confirmation model, which is expanded by incorporating trust belief. Because of the openness of KSS, trust belief is believed to play a critical role in forming users' service usage intention and knowledge sharing intention. Furthermore, this study examines the difference of the antecedents' effects in terms of users' gender. We collected data from 275 respondents who have experience in using KSS. PLS (partial least squares) was employed for the analysis of the data. Analysis results confirm the important role of user satisfaction and trust belief in the formation of users' service usage intention and knowledge sharing intention. More importantly, trust belief has a more salient effect on knowledge service usage intention than user satisfaction. This study also shows the moderating role of users' gender. Finally, this paper provides managerial guidance on strategic planning aimed at improving users' service usage intention and knowledge sharing intention in the KSS environment.

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Tree-based Navigation Pattern Analysis

  • Choi, Hyun-Jip
    • Communications for Statistical Applications and Methods
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    • v.8 no.1
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    • pp.271-279
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    • 2001
  • Sequential pattern discovery is one of main interests in web usage mining. the technique of sequential pattern discovery attempts to find inter-session patterns such that the presence of a set of items is followed by another item in a time-ordered set of server sessions. In this paper, a tree-based sequential pattern finding method is proposed in order to discover navigation patterns in server sessions. At each learning process, the suggested method learns about the navigation patterns per server session and summarized into the modified Rymon's tree.

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An Analysis of Web Courseware Development, Dissemination and Usage Status in Elementary School (웹 코스웨어 개발·보급·활용 실태 및 개선 방안에 관한 연구 - 초등학교 중심으로)

  • Lee, Mi Jar;Kim, In-Sook;Park, Seung-Ryul
    • The Journal of Korean Association of Computer Education
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    • v.4 no.2
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    • pp.71-83
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    • 2001
  • The purpose of this study was to explore the status of development, dissemination, and usage of web courseware for elementary school. Also, this study investigated the problems and improvement strategies. The subjects were 52 researchers from Offices of Education and private companies and 528 teachers and 527 students from elementary schools. Questionnaires were used to collect the data. The study results indicated as follows: First, web courseware are insufficient. It is necessary to provide sufficient budgetary support for development of web courseware. Second, many of web courseware are inconsistent with the curriculum and class environment. To resolve this problem, more teachers should be involved in web courseware development. Third, web courseware usage level was very low because of the lack of information and training. In-service training program should be changed from computer literacy oriented to teaching method with web courseware.

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A Framework for Web Log Analysis Using Process Mining Techniques (프로세스 마이닝을 이용한 웹 로그 분석 프레임워크)

  • Ahn, Yunha;Oh, Kyuhyup;Kim, Sang-Kuk;Jung, Jae-Yoon
    • Journal of Information Technology and Architecture
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    • v.11 no.1
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    • pp.25-32
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    • 2014
  • Web mining techniques are often used to discover useful patterns from data log generated by Web servers for the purpose of web usage analysis. Yet traditional Web mining techniques do not reflect sufficiently sequential properties of Web log data. To address such weakness, we introduce a framework for analyzing Web access log data by using process mining techniques. To illustrate the proposed framework, we show the analysis of Web access log in a campus information system based on the framework and discuss the implication of the analysis result.

Comparative Analysis of Levels of Internet Usage and Developments in Companies among Korea, U-S., and Japan (한, 미, 일 3국 기업의 인터넷 활용단계 및 발전모델연구 - 시계열 분석을 중심으로 -)

  • 서영호;채영일;이현수
    • Journal of Korean Society for Quality Management
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    • v.30 no.1
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    • pp.47-60
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    • 2002
  • Recently, the range of using Internet in business is expanding rapidly. And through Internet, companies are strengthening both their internal efficiency and their external competitive advantage in the market. In recent years, building and managing companies' web sites are becoming unavoidable tasks in business. Such a trend is becoming more imperative in business over the world. There is a great deal of research in progress to study the cases of companies with increasing performance from the use of their Internet web sites. But it is considered that there has not been enough of study in the area of levels of Internet application in business especially in strategic areas and application levels among countries. This research is in the same line of the research that was carried out on such topics in 1999. study in 1999 showed that there are significant differences in the usage levels of Internet in business between countries with long history of using Internet and those who are not. The 1999 study also suggested the model on development stages of Internet usage in business. This study is the continuation of the 1999 research and used two years of data to compare and analyze the trend of the Internet development stages in leading corporations in Korea, U.S.A., and Japan. This study found that there have been significant developments in the ability to use Internet in business in three countries. The differences in Internet usage level in each stage among different countries are compared and analyzed in this study.