Efficient Algorithms for Bayesian Network Parameter Learning from Incomplete Data

Efficient Algorithms for Bayesian Network Parameter Learning from Incomplete Data (bibtex)

by Guy Van den Broeck, Karthika Mohan, Arthur Choi, Adnan Darwiche and Judea Pearl

Reference:

Guy Van den Broeck, Karthika Mohan, Arthur Choi, Adnan Darwiche and Judea Pearl. Efficient Algorithms for Bayesian Network Parameter Learning from Incomplete Data, In Proceedings of the 31st Conference on Uncertainty in Artificial Intelligence (UAI), 2015.

Bibtex Entry:

@inproceedings{VdBUAI15,
  author    = {Van den Broeck, Guy and Mohan, Karthika and Choi, Arthur and Darwiche, Adnan and Pearl, Judea},
  title     = {Efficient Algorithms for Bayesian Network Parameter Learning from Incomplete Data},
  booktitle= {Proceedings of the 31st Conference on Uncertainty in Artificial Intelligence (UAI)},
  year = {2015},
  url={http://starai.cs.ucla.edu/papers/VdBUAI15.pdf},
  slides    = "http://starai.cs.ucla.edu/slides/UAI15.pdf",
  code = "https://github.com/UCLA-StarAI/Direct-Factored-Deletion",
  annotation = "(Oral full presentation, acceptance rate 28/292 = 9\%)",
  keywords   = {conference,selective}
}

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