Monte Carlo: Publications

Click here to download all publications in a single bibtex file

@article{Hamze:2013,
  title = "Self-Avoiding Random Dynamics on Integer Complex Systems",
  author = "Hamze, Firas and Wang, Ziyu and de Freitas, Nando",
  year = "2013",
  address = "New York, NY, USA",
  journal = "ACM Transactions on Modelling and Computer Simulation",
  number = "1",
  pages = "9:1--9:25",
  publisher = "ACM",
  url = "https://github.com/ziyuw/AdaptSAW",
  volume = "23",
  doi = "10.1145/2414416.2414790",
}

@inproceedings{Bornn:2013,
  title = "Herded Gibbs Sampling",
  author = "Luke Bornn and Yutian Chen and Nando de Freitas and Mareija Eskelin and Jing Fang and Max Welling",
  year = "2013",
  booktitle = "International Conference on Learning Representations (ICLR)",
  url = "http://openreview.net/document/a7ca8bba-732c-4104-83a3-1956c3b5c3a6",
}

@inproceedings{Wang:2013,
  title = "Adaptive {Hamiltonian} and {Riemann} Manifold {Monte Carlo} Samplers",
  author = "Ziyu Wang and Shakir Mohamed and Nando de Freitas",
  year = "2013",
  booktitle = "International Conference on Machine Learning (ICML)",
  note = "JMLR W\&CP 28 (3): 1462–1470, 2013",
  pages = "1462–1470",
  url = "http://jmlr.org/proceedings/papers/v28/wang13e.pdf",
}

@article{Mahendran:2012,
  title = "Adaptive {MCMC} with {Bayesian} Optimization",
  author = "Nimalan Mahendran and Ziyu Wang and Firas Hamze and Nando de Freitas",
  year = "2012",
  journal = "Journal of Machine Learning Research - Proceedings Track for Artificial Intelligence and Statistics (AISTATS)",
  pages = "751--760",
  url = "http://jmlr.csail.mit.edu/proceedings/papers/v22/mahendran12.html",
  volume = "22",
}

@inproceedings{Hoffman:2009,
  title = "New inference strategies for solving {Markov} Decision Processes using reversible jump {MCMC}",
  author = "Matthias Hoffman and Hendrik Kueck and Nando de Freitas and Arnaud Doucet",
  year = "2009",
  address = "Corvallis, Oregon",
  booktitle = "Uncertainty in Artificial Intelligence (UAI)",
  pages = "223--231",
  url = "http://uai.sis.pitt.edu/displayArticleDetails.jsp?mmnu=2&smnu=2&article_id=1658&author_id=4",
}

@incollection{Kueck:2009
year={2009},
  title = "Inference and Learning for Active Sensing, Experimental Design and Control",
  author = "Kueck, Hendrik and Hoffman, Matt and Doucet, Arnaud and Freitas, Nando",
  year = "2009",
  booktitle = "Pattern Recognition and Image Analysis",
  editor = "Araujo, Helder and Mendonca, Ana Maria and Pinho, Armando J. and Torres, Maria Ines",
  isbn = "978-3-642-02171-8",
  pages = "1--10",
  publisher = "Springer Berlin Heidelberg",
  series = "Lecture Notes in Computer Science",
  url = "http://dx.doi.org/10.1007/978-3-642-02172-5_1",
  volume = "5524",
  doi = "10.1007/978-3-642-02172-5_1",
}

@inproceedings{Carbonetto:2006,
  title = "Conditional mean field",
  author = "Peter Carbonetto and Nando De Freitas",
  year = "2006",
  address = "Cambridge, MA",
  booktitle = "Advances in Neural Information Processing Systems (NIPS)",
  editor = "B. Sch\"{o}lkopf and J. Platt and T. Hoffman",
  pages = "201--208",
  publisher = "MIT Press",
  url = "http://www.cs.ubc.ca/~nando/papers/cmf.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{Okuma:2004,
  title = "A Boosted Particle Filter: Multitarget Detection and Tracking",
  author = "Okuma, Kenji and Taleghani, Ali and Freitas, Nando and Little, James J. and Lowe, David G.",
  year = "2004",
  booktitle = "Computer Vision - ECCV 2004",
  editor = "Pajdla, Tomas and Matas, Jiri",
  isbn = "978-3-540-21984-2",
  note = "Best Paper prize in Cognitive Vision",
  pages = "28--39",
  publisher = "Springer Berlin Heidelberg",
  series = "Lecture Notes in Computer Science",
  url = "http://dx.doi.org/10.1007/978-3-540-24670-1_3",
  volume = "3021",
  doi = "10.1007/978-3-540-24670-1_3",
}

@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",
}

@inproceedings{Merwe:2000,
  title = "The Unscented Particle Filter",
  author = "Rudolph van der Merwe and Arnaud Doucet and Nando de Freitas and Eric A. Wan",
  year = "2000",
  booktitle = "Advances in Neural Information Processing Systems (NIPS)",
  pages = "584--590",
  url = "http://www.cs.ubc.ca/~nando/papers/upfnips.pdf",
}