Incremental Learning of Tree Augmented Naive Bayes Classifiers

  title={Incremental Learning of Tree Augmented Naive Bayes Classifiers},
  author={Josep Roure Alcob{\'e}},
Machine learning has focused a lot of attention at Bayesian classifiers in recent years. It has seen that even Naive Bayes classifier performs well in many cases, it may be improved by introducing some dependency relationships among variables (Augmented Naive Bayes). Naive Bayes is incremental in nature but, up to now, there are no incremental algorithms for learning Augmented classifiers. When data is presented in short chunks of instances, there is an obvious need for incrementally improving… CONTINUE READING
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Order effects in incremental learning

  • P. Langley
  • Learning in humans and machines: Towards an…
  • 1995
2 Excerpts

UCI repository of machine learning databases

  • P. M. Murphy, D. W. Aha
  • mlearn/MLRepository.html…
  • 1994
1 Excerpt

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