Bayesian Optimization: Publications

Click here to download all publications in a single bibtex file

@inproceedings{Wang:2014,
  title = "Bayesian Multi-Scale Optimistic Optimization",
  author = "Ziyu Wang and Babak Shakibi and Lin Jin and Nando de Freitas",
  year = "2014",
  booktitle = "Artificial Intelligence and Statistics (AISTATS)",
  pages = "1005-1014",
  url = "http://jmlr.org/proceedings/papers/v33/wang14d.pdf",
}

@inproceedings{Martinez:2014,
  title = "Bayesian Optimization with an Empirical Hardness Model for Approximate Nearest Neighbour Search",
  author = "Julieta Martinez and James Little and Nando de Freitas",
  year = "2014",
  booktitle = "IEEE Winter Conference on Applications of Computer Vision (WACV)",
  url = "http://www.cs.ubc.ca/~julm/papers/julieta_wacv_14.pdf",
}

@inproceedings{Shahriari:2014,
  title = "On correlation and budget constraints in model-based bandit optimization with application to automatic machine learning",
  author = "Bobak Shahriari and Matthew Hoffman and Nando de Freitas",
  year = "2014",
  booktitle = "Artificial Intelligence and Statistics (AISTATS)",
  pages = "365--374",
  url = "http://jmlr.org/proceedings/papers/v33/hoffman14.pdf",
}

@techreport{Shahriari:2014,
  title = "{An Entropy Search Portfolio for Bayesian Optimization}",
  author = "Bobak Shahriari and Ziyu Wang and Matthew W. Hoffman and Alexandre Bouchard-Cote and Nando de Freitas",
  year = "2014",
  institution = "University of Oxford",
  number = "arXiv:1406.4625",
  url = "http://arxiv.org/abs/1406.4625",
}

@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{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",
}

@inproceedings{Wang:2013b,
  title = "Bayesian Optimization in High Dimensions via Random Embeddings",
  author = "Ziyu Wang and Masrour Zoghi and Frank Hutter and David Matheson and Nando de Freitas",
  year = "2013",
  booktitle = "International Joint Conferences on Artificial Intelligence (IJCAI) - Distinguished Paper Award",
  url = "http://www.cs.ubc.ca/~hutter/papers/13-IJCAI-BO-highdim.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{deFreitas:2013,
  title = "Exponential Regret Bounds for {Gaussian} Process Bandits with Deterministic Observations",
  author = "Nando de Freitas and Alex Smola and Masrour Zoghi",
  year = "2012",
  booktitle = "International Conference on Machine Learning (ICML)",
  url = "http://icml.cc/discuss/2012/853.html",
}

@inproceedings{Brochu:2010,
  title = "A {Bayesian} interactive optimization approach to procedural animation design",
  author = "Brochu, Eric and Brochu, Tyson and de Freitas, Nando",
  year = "2010",
  address = "Aire-la-Ville, Switzerland, Switzerland",
  booktitle = "Proceedings of the 2010 ACM SIGGRAPH/Eurographics Symposium on Computer Animation",
  location = "Madrid, Spain",
  pages = "103--112",
  publisher = "Eurographics Association",
  series = "SCA '10",
  url = "http://dl.acm.org/citation.cfm?id=1921427.1921443",
}

@inproceedings{Martinez-Cantin:2007,
  title = "Active Policy Learning for Robot Planning and Exploration under Uncertainty",
  author = "Ruben Martinez-Cantin and Nando de Freitas and Arnaud Doucet and Jose Castellanos",
  year = "2007",
  address = "Atlanta, GA, USA",
  booktitle = "Proceedings of Robotics: Science and Systems",
  month = "June",
  url = "http://www.roboticsproceedings.org/rss03/p41.html",
}

@inproceedings{Brochu:2007b,
  title = "Preference galleries for material design",
  author = "Brochu, Eric and Ghosh, Abhijeet and de Freitas, Nando",
  year = "2007",
  address = "New York, NY, USA",
  booktitle = "ACM SIGGRAPH 2007 posters - Winner of the Student RC competition at SIGGRAPH.",
  isbn = "978-1-4503-1828-0",
  location = "San Diego, California",
  publisher = "ACM",
  series = "SIGGRAPH '07",
  url = "http://doi.acm.org/10.1145/1280720.1280834",
  doi = "10.1145/1280720.1280834",
}

@incollection{Brochu:2007,
  title = "Active Preference Learning with Discrete Choice Data",
  author = "Brochu Eric and Nando de Freitas and Abhijeet Ghosh",
  year = "2007",
  address = "Cambridge, MA",
  booktitle = "Advances in Neural Information Processing Systems 20",
  editor = "J.C. Platt and D. Koller and Y. Singer and S. Roweis",
  pages = "409--416",
  publisher = "MIT Press",
  url = "http://machinelearning.wustl.edu/mlpapers/paper_files/NIPS2007_902.pdf",
}

@inproceedings{Kueck:2006,
  title = "{SMC} Samplers for {Bayesian} Optimal Nonlinear Design",
  author = "Kuck, Hendrik and de Freitas, N. and Doucet, Arnaud",
  year = "2006",
  booktitle = "IEEE Nonlinear Statistical Signal Processing Workshop",
  pages = "99--102",
  url = "http://www.cs.ubc.ca/~nando/papers/smcdesign.pdf",
}