Difference between revisions of "Vandalism Detection in Wikipedia: a Bag-Of-Words Classifier Approach"
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== Overview == | == Overview == | ||
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. | 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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| + | == Embed == | ||
| + | === Wikipedia Quality === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | Belani, Amit. (2010). "[[Vandalism Detection in Wikipedia: a Bag-Of-Words Classifier Approach]]". | ||
| + | </nowiki> | ||
| + | </code> | ||
| + | |||
| + | === English Wikipedia === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | {{cite journal |last1=Belani |first1=Amit |title=Vandalism Detection in Wikipedia: a Bag-Of-Words Classifier Approach |date=2010 |url=https://wikipediaquality.com/wiki/Vandalism_Detection_in_Wikipedia:_a_Bag-Of-Words_Classifier_Approach}} | ||
| + | </nowiki> | ||
| + | </code> | ||
| + | |||
| + | === HTML === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | Belani, Amit. (2010). &quot;<a href="https://wikipediaquality.com/wiki/Vandalism_Detection_in_Wikipedia:_a_Bag-Of-Words_Classifier_Approach">Vandalism Detection in Wikipedia: a Bag-Of-Words Classifier Approach</a>&quot;. | ||
| + | </nowiki> | ||
| + | </code> | ||
| + | |||
| + | |||
| + | |||
| + | [[Category:Scientific works]] | ||
| + | [[Category:English Wikipedia]] | ||
Latest revision as of 08:12, 28 January 2021
Authors | Amit Belani |
|---|---|
Publication date | 2010 |
Links | Original Preprint |
Vandalism Detection in Wikipedia: a Bag-Of-Words Classifier Approach - scientific work related to Wikipedia quality published in 2010, written by Amit Belani.
Overview
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.
Embed
Wikipedia Quality
Belani, Amit. (2010). "[[Vandalism Detection in Wikipedia: a Bag-Of-Words Classifier Approach]]".
English Wikipedia
{{cite journal |last1=Belani |first1=Amit |title=Vandalism Detection in Wikipedia: a Bag-Of-Words Classifier Approach |date=2010 |url=https://wikipediaquality.com/wiki/Vandalism_Detection_in_Wikipedia:_a_Bag-Of-Words_Classifier_Approach}}
HTML
Belani, Amit. (2010). "<a href="https://wikipediaquality.com/wiki/Vandalism_Detection_in_Wikipedia:_a_Bag-Of-Words_Classifier_Approach">Vandalism Detection in Wikipedia: a Bag-Of-Words Classifier Approach</a>".
