Corpus ID: 786567

Pairwise Naive Bayes Classifier

@inproceedings{Sulzmann2006PairwiseNB,
  title={Pairwise Naive Bayes Classifier},
  author={Jan-Nikolas Sulzmann},
  booktitle={LWA},
  year={2006}
}

Jan-Nikolas Sulzmann

Published in LWA 2006

Computer Science

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hildok.bsz-bw.de

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Class binarizations are effective methods that break multi-class problem down into several 2class or binary problems to improve weak learners. This paper analyzes which effects these methods have if we choose a Naive Bayes learner for thebase classifier. Weconsider the knownunordered and pairwise class binarizations and propose an alternative approach for a pairwise calculation of a modified Naive Bayes classifier.