Vandalism Detection in Wikipedia: a Bag-of-Words Classifier Approach

Details Vandalism Detection in Wikipedia: a Bag-of-Words Classifier Approach Vandalism Detection in Wikipedia: a Bag-of-Words Classifier Approach

2010-01-05

arxiv.org/abs/1001.0700v1

Computer Science

Learning

15 pages, 5 figures

Scientific paper

A bag-of-words based probabilistic classifier is trained using regularized
logistic regression to detect vandalism in the English Wikipedia. Isotonic
regression is used to calibrate the class membership probabilities. Learning
curve, reliability, ROC, and cost analysis are performed.

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