Automatic Vandalism Detection in Wikipedia

@inproceedings{Potthast2008AutomaticVD,
  title={Automatic Vandalism Detection in Wikipedia},
  author={Martin Potthast and Benno Stein and R. Gerling},
  booktitle={ECIR},
  year={2008}
}
  • Martin Potthast, Benno Stein, R. Gerling
  • Published in ECIR 2008
  • Computer Science
  • We present results of a new approach to detect destructive article revisions, so-called vandalism, inWikipedia. [...] Key Method We compiled a large number of vandalism edits in a corpus, which allows for the comparison of existing and new detection approaches. Using logistic regression we achieve 83% precision at 77% recall with our model. Compared to the rule-based methods that are currently applied in Wikipedia, our approach increases the F-Measure performance by 49% while being faster at the same time.Expand Abstract
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    References

    SHOWING 1-10 OF 14 REFERENCES
    The Visual Side of Wikipedia
    • F. Viégas
    • Computer Science
    • 2007 40th Annual Hawaii International Conference on System Sciences (HICSS'07)
    • 2007
    • 23
    • PDF
    Spam Filtering Using Statistical Data Compression Models
    • 255
    • PDF
    Temporal Analysis of the Wikigraph
    • 136
    • PDF
    Talk Before You Type: Coordination in Wikipedia
    • 367
    • PDF
    The class imbalance problem: A systematic study
    • 2,061
    A Survey of Anti-spam Techniques
    • 16
    Compression and machine learning: a new perspective on feature space vectors
    • 109
    • PDF