Bayesian Networks for Data Mining

@article{Heckerman2004BayesianNF,
  title={Bayesian Networks for Data Mining},
  author={D. Heckerman},
  journal={Data Mining and Knowledge Discovery},
  year={2004},
  volume={1},
  pages={79-119}
}
  • D. Heckerman
  • Published 2004
  • Computer Science
  • Data Mining and Knowledge Discovery
A Bayesian network is a graphical model that encodesprobabilistic relationships among variables of interest. [...] Key Method Three, because the model has both a causal andprobabilistic semantics, it is an ideal representation for combiningprior knowledge (which often comes in causal form) and data. Four,Bayesian statistical methods in conjunction with Bayesian networksoffer an efficient and principled approach for avoiding theoverfitting of data. In this paper, we discuss methods for constructing Bayesian…Expand
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