Corpus ID: 11298968

Structured Features in Naive Bayes Classification

@inproceedings{Choi2016StructuredFI,
  title={Structured Features in Naive Bayes Classification},
  author={Arthur Choi and Nazgol Tavabi and Adnan Darwiche},
  booktitle={AAAI},
  year={2016}
}

Arthur Choi, Nazgol Tavabi, Adnan Darwiche

Published in AAAI 2016

Computer Science

We propose the structured naive Bayes (SNB) classifier, which augments the ubiquitous naive Bayes classifier with structured features. SNB classifiers facilitate the use of complex features, such as combinatorial objects (e.g., graphs, paths and orders) in a general but systematic way. Underlying the SNB classifier is the recently proposed Probabilistic Sentential Decision Diagram (PSDD), which is a tractable representation of probability distributions over structured spaces. We illustrate the… CONTINUE READING

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