Title | Enhancing duplicate collection detection through replica boundary discovery |
Creator | |
Date Issued | 2006 |
Conference Name | 10th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining, PAKDD 2006 |
Source Publication | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
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Editor | Ng, WK; Kitsuregawa, M; Li, J; Chang, K |
ISBN | 3540332065; 9783540332060 |
ISSN | 0302-9743; 1611-3349 |
Volume | 3918 |
Pages | 361-370 |
Conference Date | APR 09-12, 2006 |
Conference Place | Singapore |
Publisher | Springer Verlag |
Abstract | Web documents are widely replicated on the Internet. These replicated documents bring potential problems to Web based information systems. So replica detection on the Web is an indispensable task. The challenge is to find these duplicated collections from a very large data set with limited hardware resources in acceptable time. In this paper, we first introduce the notion of replica boundary to roughly reflect the situation of the replicas; then we propose an effective and efficient approach to discover the boundary of the replicas. The advantages of the proposed approach include: first, it dramatically reduces pair-wise document similarity computation, making it much faster than traditional replicated document detection approaches; second, it can identify the boundary of the replicated collections accurately, demonstrating to what extent two collections are replicated. On two web page sets containing 24 million and 30 million Web pages respectively, we evaluated the accuracy of the approach. © Springer-Verlag Berlin Heidelberg 2006. |
DOI | 10.1007/11731139_42 |
URL | View source |
Indexed By | SCIE ; CPCI-S |
Language | 英语English |
WOS Research Area | Computer Science |
WOS Subject | Computer Science, Artificial Intelligence ; Computer Science, Information Systems |
WOS ID | WOS:000237249600042 |
Citation statistics |
Cited Times [WOS]:0
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Document Type | Conference paper |
Identifier | http://repository.uic.edu.cn/handle/39GCC9TT/4602 |
Collection | Research outside affiliated institution |
Affiliation | 1.Department of Computer Science, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon, Hong Kong, China 2.Institute of Network Computing and Information Systems, School of Electronics Engineering and Computer Science, Peking University, Beijing, China |
Recommended Citation GB/T 7714 | Zhang, Zhigang,Jia, Weijia,Li, Xiaoming. Enhancing duplicate collection detection through replica boundary discovery[C]//Ng, WK; Kitsuregawa, M; Li, J; Chang, K: Springer Verlag, 2006: 361-370. |
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