Leveraging Domain Knowledge in Multitask Bayesian Network Structure Learning

@inproceedings{Oyen2012LeveragingDK,
  title={Leveraging Domain Knowledge in Multitask Bayesian Network Structure Learning},
  author={Diane Oyen and Terran Lane},
  booktitle={AAAI},
  year={2012}
}
Network structure learning algorithms have aided network discovery in fields such as bioinformatics, neuroscience, ecology and social science. However, challenges remain in learning informative networks for related sets of tasks because the search space of Bayesian network structures is characterized by large basins of approximately equivalent solutions. Multitask algorithms select a set of networks that are near each other in the search space, rather than a score-equivalent set of networks… CONTINUE READING

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