Andras A. Benczur, Karoly Csalogany, Tamas Sarlos, Mate Uher  Home/Search
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Abstract: Spammers intend to increase the PageRank of certain spam pages by creating a large number of links pointing to them. We propose a novel method based on the concept of personalized PageRank that detects pages with an undeserved high PageRank value without the need of any kind of white or blacklists or other means of human intervention. We assume that spammed pages have a biased distribution of pages that contribute to the undeserved high PageRank value. We define SpamRank by penalizing pages ... (Update)
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BibTeX entry: (Update)
A. A. Benczur, K. Csalogany, T. Sarlos, and M. Uher. Spamrank - fully automatic link spam detection. In First International Workshop on Adversarial Information Retrieval on the Web, 2005. http://citeseer.ist.psu.edu/article/benczur05spamrank.html More
@misc{ benczur05spamrank,
author = "A. Benczur and K. Csalogany and T. Sarlos and M. Uher",
title = "Spamrank - fully automatic link spam detection",
text = "A. A. Benczur, K. Csalogany, T. Sarlos, and M. Uher. Spamrank - fully automatic
link spam detection. In First International Workshop on Adversarial Information
Retrieval on the Web, 2005.",
year = "2005",
url = "citeseer.ist.psu.edu/article/benczur05spamrank.html" }
Citations (may not include all citations):641 The anatomy of a large-scale hypertextual Web search engine - Brin, Page - 1998
576 Authoritative sources in a hyperlinked environment - Kleinberg - 1999
344 The PageRank citation ranking: Bringing order to the web - Page, Brin et al. - 1998
163 Improved algorithms for topic distillation in a hyperlinked .. - Bharat, Henzinger - 1998
97 Assessing agreement on classification tasks: the kappa stati.. - Carletta - 1996
61 Scaling personalized web search - Jeh, Widom - 2003
59 Stochastic models for the web graph - Kumar, Raghavan et al. - 2000
49 Mining the Web's link structure (context) - Chakrabarti, Dom et al. - 1999
44 Rank aggregation methods for the web - Dwork, Kumar et al. - 2001
35 A large-scale study of the evolution of web pages (context) - Fetterly, Manasse et al. - 2003
32 The stochastic approach for link-structure analysis (context) - Lempel, Moran - 2000
31 Finding authorities and hubs from link structures on the wor.. - Borodin, Roberts et al. - 2001
30 Design and implementation of a high-performance distributed .. - Suel, Shkapenyuk - 2002
26 Scale-free characteristics of random networks: the topology .. - Barabsi, Albert et al. - 2000
21 Using PageRank to Characterize Web Structure - Pandurangan, Raghavan et al. - 2002
19 Ranking the web frontier - Eiron, McCurley et al. - 2004
17 Deeper inside PageRank (context) - Langville, Meyer - 2004
16 Web search using automatic classification - Chekuri, Goldwasser et al. - 1997
14 Recognizing nepotistic links on the web - Davison - 2000
14 and statistics -- Using statistical analysis to locate spam .. (context) - Fetterly, Manasse et al. - 2004
11 Web spam taxonomy - Gyngyi, Garcia-Molina - 2005
11 The Connectivity Sonar: Detecting site functionality by stru.. - Amitay, Carmel et al. - 2003
11 Shilling recommender systems for fun and profit - Lam, Riedl - 2004
10 HITS and a unified framework for link analysis (context) - Ding, He et al. - 2002
10 Making eigenvector-based reputation systems robust to collus.. (context) - Zhang, Goel et al. - 2004
8 ACM Transactions on Internet Technology (context) - Bianchini, Gori et al. - 2005
7 Online at http://www (context) - Perkins, The et al. - 2001
6 Towards scaling fully personalized PageRank (context) - Fogaras, Rcz - 2004
6 Downweighting tightly knit communities in world wide web ran.. - Roberts, Rosenthal - 2003
4 Algorithms and experiments for the Web graph (context) - Laura, Leonardi et al. - 2003
4 PageRank increase under different collusion topologies (context) - Baeza-Yates, Castillo et al. - 2005
3 Combating web spam with TrustRank (context) - Gyngyi, Garcia-Molina et al. - 2004
3 Where to start browsing the web (context) - Fogaras - 2003
2 Identifying link farm pages (context) - Wu, Davison - 2005
2 Challenges in running a commercial search engine (context) - Singhal - 2004
2 Challenges in web search engines (context) - Henziger, Motwani et al. - 2002
http://en.pr10.info/pagerank0-badrank/
http://www.wordspy.com/words/spamdexing.asp
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