Compression-Based Averaging of Selective Naive Bayes Classifiers

@article{Boull2007CompressionBasedAO,
  title={Compression-Based Averaging of Selective Naive Bayes Classifiers},
  author={Marc Boull{\'e}},
  journal={Journal of Machine Learning Research},
  year={2007},
  volume={8},
  pages={1659-1685}
}
  • Marc Boullé
  • Published 2007 in Journal of Machine Learning Research
The naive Bayes classifier has proved to be very effective on many real data applications. Its performance usually benefits from an accurate estimation of univariate conditional probabilities and from variable selection. However, although variable selection is a desirable feature, it is prone to overfitting. In this paper, we introduce a Bayesian… CONTINUE READING

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