Web spam pages use various techniques to achieve
higher-than-deserved rankings in a search engine’s
results. While human experts can identify
spam, it is too expensive to manually evaluate a
large number of pages. Instead, we propose techniques
to semi-automatically separate reputable,
good pages from spam. We first select a small set
of seed pages to be evaluated by an expert. Once
we manually identify the reputable seed pages, we
use the link structure of the web to discover other
pages that are likely to be good. In this paper
we discuss possible ways to implement the seed
selection and the discovery of good pages. We
present results of experiments run on the World
Wide Web indexed by AltaVista and evaluate the
performance of our techniques. Our results show
that we can effectively filter out spam from a significant
fraction of the web, based on a good seed
set of less than 200 sites.
A. Hotho, R. Jaeschke, и K. Lerman. Semantic Web, 8 (5):
623--624(апреля 2017)2017 IOS Press and the authors. This is an author produced version of a paper subsequently published in Semantic Web. Uploaded in accordance with the publisher's self-archiving policy..
M. Tambuscio, G. Ruffo, A. Flammini, и F. Menczer. Proceedings of the 24th International Conference on World Wide Web, стр. 977--982. New York, NY, USA, ACM, (2015)
T. Niebler, M. Becker, D. Zoller, S. Doerfel, и A. Hotho. Proceedings of the 25th ACM International on Conference on Information and Knowledge Management, New York, NY, USA, ACM, (2016)
F. Mitzlaff, M. Atzmueller, G. Stumme, и A. Hotho. Complex Networks IV, том 476 из Studies in Computational Intelligence, Springer Verlag, Heidelberg, Germany, (2013)
S. Doerfel, R. Jäschke, A. Hotho, и G. Stumme. Proceedings of the 4th ACM RecSys workshop on Recommender systems and the social web, стр. 9--16. New York, NY, USA, ACM, (2012)
R. Jäschke, A. Hotho, F. Mitzlaff, и G. Stumme. Recommender Systems for the Social Web, том 32 из Intelligent Systems Reference Library, Springer, Berlin/Heidelberg, (2012)
Y. Cai, M. Zhang, D. Luo, C. Ding, и S. Chakravarthy. Proceedings of the fourth ACM international conference on Web search and data mining, стр. 695--704. New York, NY, USA, ACM, (2011)
B. Berendt, A. Hotho, и G. Stumme. Web Semantics: Science, Services and Agents on the World Wide Web, 8 (2-3):
95 - 96(2010)Bridging the Gap--Data Mining and Social Network Analysis for Integrating Semantic Web and Web 2.0; The Future of Knowledge Dissemination: The Elsevier Grand Challenge for the Life Sciences.
B. Krause, A. Hotho, и G. Stumme. Advances in Information Retrieval, 30th European Conference on IR Research, ECIR 2008, 4956, стр. 101-113. Springer, (2008)
S. Bao, G. Xue, X. Wu, Y. Yu, B. Fei, и Z. Su. WWW '07: Proceedings of the 16th international conference on World Wide Web, New York, NY, USA, ACM Press, (2007)
B. Krause, C. Schmitz, A. Hotho, и G. Stumme. AIRWeb '08: Proceedings of the 4th international workshop on Adversarial information retrieval on the web, стр. 61--68. New York, NY, USA, ACM, (2008)
P. Heymann, D. Ramage, и H. Garcia-Molina. SIGIR '08: Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, стр. 531--538. New York, NY, USA, ACM, (2008)
Y. Song, L. Zhang, и C. Giles. CIKM '08: Proceeding of the 17th ACM conference on Information and knowledge mining, стр. 93--102. New York, NY, USA, ACM, (2008)
M. Noll, и C. Meinel. Proceedings of the 6th International Semantic Web Conference and 2nd Asian Semantic Web Conference (ISWC/ASWC2007), Busan, South Korea, том 4825 из LNCS, стр. 365--378. Berlin, Heidelberg, Springer Verlag, (ноября 2007)
M. Grahl, A. Hotho, и G. Stumme. 7th International Conference on Knowledge Management (I-KNOW '07), стр. 356-364. Graz, Austria, Know-Center, (сентября 2007)
M. Grahl, A. Hotho, и G. Stumme. Workshop Proceedings of Lernen - Wissensentdeckung - Adaptivität (LWA 2007), стр. 50-54. Martin-Luther-Universität Halle-Wittenberg, (сентября 2007)
R. Jäschke, L. Marinho, A. Hotho, L. Schmidt-Thieme, и G. Stumme. Knowledge Discovery in Databases: PKDD 2007, 11th European Conference on Principles and Practice of Knowledge Discovery in Databases, Warsaw, Poland, September 17-21, 2007, Proceedings, том 4702 из Lecture Notes in Computer Science, стр. 506-514. Springer, (2007)
B. Hoser, A. Hotho, R. Jäschke, C. Schmitz, и G. Stumme. Proceedings of the 3rd European Semantic Web Conference, том 4011 из LNCS, стр. 514-529. Budva, Montenegro, Springer, (июня 2006)