Probabilistic Graphical Models: Publications

Click here to download all publications in a single bibtex file

@inproceedings{Mizrahi:2014,
  title = "Linear and Parallel Learning for Markov Random Fields",
  author = "Yariv Dror Mizrahi and Misha Denil and Nando de Freitas",
  year = "2014",
  booktitle = "International Conference on Machine Learning (ICML)",
  url = "http://www.cs.ox.ac.uk/people/nando.defreitas/publications/LAP.pdf",
}

@inbook{Hoffman:2012,
  title = "Inference Strategies for Solving Semi-{Markov} Decision Processes",
  author = "Matthew Hoffman and Nando de Freitas",
  year = "2012",
  chapter = "5",
  editor = "Enrique Sucar and Eduardo F. Morales and Jesse Hoey",
  pages = "82--96",
  publisher = "Hershey: IGI Global",
  url = "http://mlg.eng.cam.ac.uk/hoffmanm/publications/_download/2010-smdp.pdf",
}

@inproceedings{Hamze:2006,
  title = "Information Theory Tools to Rank {MCMC} Algorithms on Probabilistic Graphical Models",
  author = "Firas Hamze and Jean-Noel Rivasseau and Nando de Freitas",
  year = "2006",
  booktitle = "Information Theory and Applications Workshop (ITA)",
  url = "http://ita.ucsd.edu/workshop/06/papers/279.pdf",
}

@inproceedings{Hamze:2005,
  title = "Hot Coupling: A Particle Approach to Inference and Normalization on Pairwise Undirected Graphs",
  author = "Firas Hamze and Nando De Freitas",
  year = "2005",
  address = "Cambridge, MA",
  booktitle = "Advances in Neural Information Processing Systems (NIPS)",
  editor = "Y. Weiss and B. Sch\"{o}lkopf and J. Platt",
  pages = "491--498",
  publisher = "MIT Press",
  url = "http://books.nips.cc/papers/files/nips18/NIPS2005_0800.pdf",
}

@inproceedings{Hamze:2004,
  title = "From Fields to Trees",
  author = "Firas Hamze and Nando de Freitas",
  year = "2004",
  address = "Arlington, Virginia",
  booktitle = "Uncertainty in Artificial Intelligence (UAI)",
  pages = "243--250",
  publisher = "AUAI Press",
  url = "http://uai.sis.pitt.edu/papers/04/p243-hamze.pdf",
}

@inproceedings{Doucet:2000,
  title = "Rao-Blackwellised Particle Filtering for Dynamic Bayesian Networks",
  author = "Arnaud Doucet and Nando de Freitas and Kevin Murphy and Stuart Russell",
  year = "2000",
  address = "San Francisco, CA",
  booktitle = "Uncertainty in Artificial Intelligence (UAI)",
  pages = "176--183",
  publisher = "Morgan Kaufmann",
  url = "http://uai.sis.pitt.edu/papers/00/p176-doucet.pdf",
}