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학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
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연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 한국지능시스템학회 INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS Vol.12 No.2
- 발행연도
- 2012.6
- 수록면
- 181 - 186 (6page)
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초록· 키워드
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This paper proposes a method for evaluating web pages by considering implicit user reaction on web pages. Usually users spend more time and make more reactions, such as clicking, dragging and scrolling, while reading interesting pages. Based on this observation, a web page evaluation method by observing implicit user reaction is proposed. The system is designed with Ajax for observing user reactions, and neural networks for learning correlation between user reactions and usefulness of pages. The amounts of each type of user reactions are inputted to neural networks. Also the numbers of characters and images of pages are used as inputs because the amount of users’ behaviors has a tendency to increase as the length of pages increase. The experiment is conducted with 113 people and 74 pages. Each page is ranked by users with a questionnaire. The proposed method shows more close ranking results to the user ranks than Google. That is, our system evaluates web pages more closely to users’ viewpoint than Google. Although our experiment is limited, our result shows powerful potential of new element for web page evaluation. Some approaches evaluate web pages with their contents and some evaluate web pages with structural attributes, particularly links, of pages. Web page evaluation is for users, so the best evaluation can be done by users themselves. So, user feedback is one of the most important factors for web page evaluation. This paper proposes a new method which reflects user feedbacks on web pages.
목차
Abstract
1. Introduction
2. Related Works
3. Design of Evaluation System
4. Experiment
5. Result
6. Conclusion
References
참고문헌 (16)
참고문헌 신청
1. [학술대회논문] - S. Robertson / 2004 / Simple BM25 Extension to Multiple Weighted Fields / In the Proceedings of the 13th ACM International Conference on Information and Knowledge Management : 42 ~ 49
2. [학술대회논문] - M. Cutler / 1997 / Using the Structure of HTML Documents to Improve Retrieval / In the Proceedings of the USENIX Symposium on Internet Technologies and Systems on USENIX Symposium on Internet Ethnologies and Systems : 241 ~ 251
3. [보고서] - L. Page / 1998 / The PageRank Citation Ranking: Bringing Order to the Web
4. [학술지(정기간행물)] - J.M. Kleinberg / 1999 / Authoritative Sources in a Hyperlinked Environment / Journal of the ACM 46 (5) : 604 ~ 632
5. [학술대회논문] - S. Brin / 1998 / The Anatomy of a Large-scale Hypertextual Web Search Engine / In the Proceedings of the 7th International Conference on World Wide Web, Brisbane, Australia, Elsevier Science Publishers Amsterdam : 107 ~ 117
2. [학술대회논문] - M. Cutler / 1997 / Using the Structure of HTML Documents to Improve Retrieval / In the Proceedings of the USENIX Symposium on Internet Technologies and Systems on USENIX Symposium on Internet Ethnologies and Systems : 241 ~ 251
3. [보고서] - L. Page / 1998 / The PageRank Citation Ranking: Bringing Order to the Web
4. [학술지(정기간행물)] - J.M. Kleinberg / 1999 / Authoritative Sources in a Hyperlinked Environment / Journal of the ACM 46 (5) : 604 ~ 632
5. [학술대회논문] - S. Brin / 1998 / The Anatomy of a Large-scale Hypertextual Web Search Engine / In the Proceedings of the 7th International Conference on World Wide Web, Brisbane, Australia, Elsevier Science Publishers Amsterdam : 107 ~ 117
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UCI(KEPA) : I410-ECN-0101-2013-028-003496378