2006 · 618 citations · 21 references
ComputingComputer ScienceMachine LearningWeb AnalyticsWeb SecurityClassificationWeb MiningWebsite Traffic AnalysisClassification AlgorithmsSpam DetectionSpam FilteringWeb Page ClassificationWeb Spam Detection
In this paper, we continue our investigations of "web spam": the injection of artificially-created pages into the web in order to influence the results from search engines, to drive traffic to certain pages for fun or profit. This paper considers some previously-undescribed techniques for automatically detecting spam pages, examines the effectiveness of these techniques in isolation and when aggregated using classification algorithms. When combined, our heuristics correctly identify 2,037 (86.2%) of the 2,364 spam pages (13.8%) in our judged collection of 17,168 pages, while misidentifying 526 spam and non-spam pages (3.1%).
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Leo Breiman · Machine Learning · 1996 · 17K citations · Full text
The PageRank Citation Ranking : Bringing Order to the Web
Lawrence M. Page, Sergey Brin, Rajeev Motwani et al. · 1999 · 12.7K citations
J. R. Quinlan · National Conference on Artificial Intelligence · 1996 · 1.3K citations
A Bayesian Approach to Filtering Junk E-Mail
Mehran Sahami, Susan Dumais, David Heckerman et al. · 1998 · 1.2K citations