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Machine Learning: Publications

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@inproceedings{Yang:2015,
  title = "Deep Fried Convnets",
  author = "Zichao Yang and Marcin Moczulski and Misha Denil and Nando de Freitas and Alexander J. Smola and Le Song and Ziyu Wang",
  year = "2015",
  booktitle = "ICCV",
  url = "http://arxiv.org/pdf/1412.7149v4",
}
@inproceedings{Kotzias2015,
  title = "From Group to Individual Labels using Deep Features",
  author = "Kotzias, Dimitrios and Denil, Misha and de Freitas, Nando and Smyth, Padhraic",
  year = "2015",
  booktitle = "ACM SIGKDD",
  url = "http://mdenil.com/media/papers/2015-deep-multi-instance-learning.pdf",
}
@techreport{10202,
  title = "Neural Programmer-Interpreters",
  author = "Scott Reed and Nando de Freitas",
  year = "2015",
  number = "arXiv:1511.06279",
  url = "http://arxiv.org/abs/1511.06279",
}
@techreport{10201,
  title = "Dueling Network Architectures for Deep Reinforcement Learning",
  author = "Ziyu Wang and Nando de Freitas and Marc Lanctot",
  year = "2015",
  number = "arXiv:1511.06581",
  url = "http://arxiv.org/abs/1511.06581",
}
@article{ACL14VectorTutorial,
  title = "New Directions in Vector Space Models of Meaning",
  author = "Edward Grefenstette and Karl Moritz Hermann and Georgiana Dinu and Phil Blunsom",
  year = "2014",
  journal = "Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics",
  month = "June",
  url = "http://www.cs.ox.ac.uk/files/6605/aclVectorTutorial.pdf",
}
@article{GBFHSemPar2014,
  title = "A Deep Architecture for Semantic Parsing",
  author = "Edward Grefenstette and Phil Blunsom and Nando de Freitas and Karl Moritz Hermann",
  year = "2014",
  journal = "Proceedings of the ACL 2014 Workshop on Semantic Parsing",
  month = "June",
  url = "http://goo.gl/EV8xib",
}
@inproceedings{Botha2014,
  title = "{Compositional Morphology for Word Representations and Language Modelling}",
  author = "Botha, Jan A. and Blunsom, Phil",
  year = "2014",
  address = "Beijing, China",
  booktitle = "Proceedings of the 31st International Conference on Machine Learning (ICML)",
  month = "jun",
  note = "*Award for best application paper*",
  url = "http://jmlr.org/proceedings/papers/v32/botha14.pdf",
}
@inproceedings{Hermann:2014:ACLgoogle,
  title = "{Semantic Frame Identification with Distributed Word Representations}",
  author = "Hermann, Karl Moritz and Das, Dipanjan and Weston, Jason and Ganchev, Kuzman",
  year = "2014",
  booktitle = "Proceedings of ACL",
  month = "jun",
  url = "http://research.google.com/pubs/pub42245.html",
}
@inproceedings{Hermann:2014:ACLphil,
  title = "{Multilingual Models for Compositional Distributional Semantics}",
  author = "Hermann, Karl Moritz and Blunsom, Phil",
  year = "2014",
  booktitle = "Proceedings of ACL",
  month = "jun",
  url = "http://arxiv.org/abs/1404.4641",
}
@inproceedings{dubbin-blunsom:2014:EACL,
  title = "Modelling the Lexicon in Unsupervised Part of Speech Induction",
  author = "Dubbin, Gregory and Blunsom, Phil",
  year = "2014",
  address = "Gothenburg, Sweden",
  booktitle = "Proceedings of the 14th Conference of the European Chapter of the Association for Computational Linguistics",
  month = "April",
  pages = "116--125",
  publisher = "Association for Computational Linguistics",
  url = "http://www.aclweb.org/anthology/E14-1013",
}
@inproceedings{Hermann:2014:ICLR,
  title = "{Multilingual Distributed Representations without Word Alignment}",
  author = "Hermann, Karl Moritz and Blunsom, Phil",
  year = "2014",
  booktitle = "Proceedings of ICLR",
  month = "apr",
  url = "http://arxiv.org/abs/1312.6173",
}
@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{Denil:2014,
  title = "Narrowing the Gap: Random Forests In Theory and In Practice",
  author = "Misha Denil and David Matheson and Nando de Freitas",
  year = "2014",
  booktitle = "International Conference on Machine Learning (ICML)",
  url = "http://jmlr.org/proceedings/papers/v32/denil14.pdf",
}
@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",
}
@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{wilson2014linguistic,
  title = "Linguistic steganography on Twitter: hierarchical language modeling with manual interaction",
  author = "Wilson, Alex and Blunsom, Phil and Ker, Andrew D",
  year = "2014",
  booktitle = "IS\&T/SPIE Electronic Imaging",
  organization = "International Society for Optics and Photonics",
  pages = "902803--902803",
}
@techreport{Denil:2014arxiv,
  title = "Modelling, Visualising and Summarising Documents with a Single Convolutional Neural Network",
  author = "Misha Denil and Alban Demiraj and Nal Kalchbrenner and Phil Blunsom and Nando de Freitas",
  year = "2014",
  institution = "University of Oxford",
  number = "arXiv:1406.3830",
  url = "http://arxiv.org/abs/1406.3830",
}
@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{HermannGrefenstetteBlunsom2013,
  title = ""Not not bad" is not "bad": A distributional account of negation",
  author = "Karl Moritz Hermann and Edward Grefenstette and Phil Blunsom",
  year = "2013",
  journal = "Proceedings of the 2013 Workshop on Continuous Vector Space Models and their Compositionality",
  month = "August",
  url = "http://arxiv.org/abs/1306.2158",
}
@inproceedings{wang-blunsom:2013:CoNLL-2013,
  title = "Collapsed Variational Bayesian Inference for PCFGs",
  author = "Wang, Pengyu and Blunsom, Phil",
  year = "2013",
  address = "Sofia, Bulgaria",
  booktitle = "Proceedings of the Seventeenth Conference on Computational Natural Language Learning",
  month = "August",
  pages = "173--182",
  publisher = "Association for Computational Linguistics",
  url = "http://www.aclweb.org/anthology/W13-3519",
}
@inproceedings{hermann-blunsom:2013:ACL2013,
  title = "{The Role of Syntax in Vector Space Models of Compositional Semantics}",
  author = "Hermann, Karl Moritz and Blunsom, Phil",
  year = "2013",
  address = "Sofia, Bulgaria",
  booktitle = "Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
  month = "August",
  pages = "894--904",
  publisher = "Association for Computational Linguistics",
  url = "http://www.karlmoritz.com/_media/hermannblunsom_acl2013.pdf",
}
@inproceedings{botha13emnlp,
  title = "Adaptor Grammars for Learning Non-Concatenative Morphology",
  author = "Botha, Jan A. and Blunsom, Phil",
  year = "2013",
  address = "Seattle, Washington, USA",
  booktitle = "Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing",
  month = "October",
  pages = "345-356",
  publisher = "Association for Computational Linguistics",
  url = "http://aclweb.org/anthology//D/D13/D13-1034.pdf",
}
@inproceedings{xiao13wimob,
  title = "Identification and Mitigation of Non-line-of-sight conditions Using Received Signal Strength",
  author = "Zhuoling Xiao and Hongkai Wen and Andrew Markham and Niki Trigoni and Phil Blunsom and and Jeff Frolik",
  year = "2013",
  address = "Lyon, France",
  booktitle = "Proceedings of the 9th IEEE International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob 2013)",
  month = "October",
}
@inproceedings{kalchbrenner13emnlp,
  title = "Recurrent Continuous Translation Models",
  author = "Kalchbrenner, Nal and Blunsom, Phil",
  year = "2013",
  address = "Seattle",
  journal = "Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing",
  month = "October",
  publisher = "Association for Computational Linguistics",
}
@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",
}
@article{kalchbrenner2013recurrent,
  title = "Recurrent Convolutional Neural Networks for Discourse Compositionality",
  author = "Kalchbrenner, Nal and Blunsom, Phil",
  year = "2013",
  journal = "Proceedings of the 2013 Workshop on Continuous Vector Space Models and their Compositionality",
}
@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{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{Denil:2013,
  title = "Predicting Parameters in Deep Learning",
  author = "Misha Denil and Babak Shakibi and Laurent Dinh and Marc'Aurelio Ranzato and Nando de Freitas",
  year = "2013",
  booktitle = "Advances in Neural Information Processing Systems (NIPS)",
  url = "http://machinelearning.wustl.edu/mlpapers/paper_files/NIPS2013_5025.pdf",
}
@inproceedings{Denil:2013b,
  title = "Consistency of Online Random Forests",
  author = "Misha Denil and David Matheson and Nando de Freitas",
  year = "2013",
  booktitle = "International Conference on Machine Learning (ICML)",
  note = "JMLR W\&CP 28 (3): 1256–1264, 2013",
  pages = "1256–-1264",
  url = "http://jmlr.org/proceedings/papers/v28/denil13.pdf",
}
@inproceedings{Wen:EWSN:2013,
  title = "On Assessing the Accuracy of Positioning Systems in Indoor Environments (BEST PAPER)",
  author = "H. Wen and Z. Xiao and N. Trigoni and P. Blunsom",
  year = "2013",
  address = "Ghent, Belgium",
  booktitle = "10th European Conference on Wireless Sensor Networks (EWSN'13)",
  url = "https://link.springer.com/chapter/10.1007/978-3-642-36672-7_1",
}
@inproceedings{gal2013systematic,
  title = "A Systematic Bayesian Treatment of the IBM Alignment Models",
  author = "Yarin Gal and Phil Blunsom",
  year = "2013",
  booktitle = "Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies",
  publisher = "Association for Computational Linguistics",
  url = "http://mlg.eng.cam.ac.uk/pub/authors/#Gal",
}
@incollection{wang2013collapsed,
  title = "Collapsed Variational Bayesian Inference for Hidden Markov Models",
  author = "Wang, Pengyu and Blunsom, Phil",
  year = "2013",
  booktitle = "AISTATS",
}
@inproceedings{levenberg12emnlp,
  title = "A Bayesian Model for Learning SCFGs with Discontiguous Rules",
  author = "Levenberg, Abby and Dyer, Chris and Blunsom, Phil",
  year = "2012",
  booktitle = "Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning",
  month = "July",
  organization = "Association for Computational Linguistics",
  pages = "223--232",
}
@inproceedings{gelling12wils,
  title = "The pascal challenge on grammar induction",
  author = "Gelling, Douwe and Cohn, Trevor and Blunsom, Phil and Gra{\c{c}}a, Joao",
  year = "2012",
  booktitle = "Proceedings of the NAACL-HLT Workshop on the Induction of Linguistic Structure",
  month = "June",
  organization = "Association for Computational Linguistics",
  pages = "64--80",
}
@inproceedings{Botha2012b,
  title = "{B}ayesian Language Modelling of {G}erman Compounds",
  author = "Botha, Jan A. and Dyer, Chris and Blunsom, Phil",
  year = "2012",
  address = "Mumbai, India",
  booktitle = "Proceedings of the 24th International Conference on Computational Linguistics (COLING)",
  month = "December",
  pages = "341--356",
  publisher = "The COLING 2012 Organizing Committee",
  url = "http://www.aclweb.org/anthology-new/C/C12/C12-1022.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",
}
@article{Buchman:2012,
  title = "On Sparse, Spectral and Other Parameterizations of Binary Probabilistic Models",
  author = "David Buchman and Mark W. Schmidt and Shakir Mohamed and David Poole and Nando de Freitas",
  year = "2012",
  journal = "Journal of Machine Learning Research - Proceedings Track for Artificial Intelligence and Statistics (AISTATS)",
  pages = "173--181",
  url = "http://jmlr.csail.mit.edu/proceedings/papers/v22/buchman12.html",
  volume = "22",
}
@article{Denil:2012,
  title = "Learning where to attend with deep architectures for image tracking",
  author = "Denil, Misha and Bazzani, Loris and Larochelle, Hugo and de Freitas, Nando",
  year = "2012",
  address = "Cambridge, MA, USA",
  journal = "Neural Computation",
  number = "8",
  pages = "2151--2184",
  publisher = "MIT Press",
  url = "http://www.lorisbazzani.info/code-datasets/rbm-tracking/",
  volume = "24",
  doi = "10.1162/NECO_a_00312",
}
@inproceedings{Knoll:2012,
  title = "A Machine Learning Perspective on Predictive Coding with {PAQ8}",
  author = "Byron Knoll and Nando de Freitas",
  year = "2012",
  booktitle = "Data Compression Conference (DCC)",
  issn = "1068-0314",
  pages = "377--386",
  url = "http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6189269",
  doi = "10.1109/DCC.2012.44",
}
@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{hermann-blunsom-pulman:2012:STARSEM-SEMEVAL,
  title = "An Unsupervised Ranking Model for Noun-Noun Compositionality",
  author = "Hermann, Karl Moritz and Blunsom, Phil and Pulman, Stephen",
  year = "2012",
  address = "Montr\'{e}al, Canada",
  booktitle = "{*SEM 2012}: The First Joint Conference on Lexical and Computational Semantics -- Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation {(SemEval 2012)}",
  month = "7-8 June",
  pages = "132--141",
  publisher = "Association for Computational Linguistics",
  url = "http://www.aclweb.org/anthology/S12-1021",
}
@inproceedings{hermann-EtAl:2012:STARSEM-SEMEVAL,
  title = "Learning Semantics and Selectional Preference of Adjective-Noun Pairs",
  author = "Hermann, Karl Moritz and Dyer, Chris and Blunsom, Phil and Pulman, Stephen",
  year = "2012",
  address = "Montr\'{e}al, Canada",
  booktitle = "{*SEM 2012}: The First Joint Conference on Lexical and Computational Semantics -- Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation {(SemEval 2012)}",
  month = "7-8 June",
  pages = "70--74",
  publisher = "Association for Computational Linguistics",
  url = "http://www.aclweb.org/anthology/S12-1011",
}
@inproceedings{dubbin12ecml,
  title = "Unsupervised Bayesian Part of Speech Inference with Particle Gibbs",
  author = "Gregory Dubbin and Phil Blunsom",
  year = "2012",
  address = "Bristol, UK",
  booktitle = "Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)",
  editor = "P. Flach, T. De Bie, N. Cristianini",
  month = "Sept. 24{--}28",
  publisher = "Springer",
}
@inproceedings{dubbin2012unsupervised,
  title = "Unsupervised part of speech inference with particle filters",
  author = "Dubbin, Gregory and Blunsom, Phil",
  year = "2012",
  booktitle = "Proceedings of the NAACL-HLT Workshop on the Induction of Linguistic Structure",
  organization = "Association for Computational Linguistics",
  pages = "47--54",
}
@inproceedings{Swersky:2011,
  title = "On Autoencoders and Score Matching for Energy Based Models",
  author = "Kevin Swersky and Marc'Aurelio Ranzato and David Buchman and Benjamin Marlin and Nando Freitas",
  year = "2011",
  address = "New York, NY, USA",
  booktitle = "Proceedings of the 28th International Conference on Machine Learning (ICML-11)",
  editor = "Lise Getoor and Tobias Scheffer",
  isbn = "978-1-4503-0619-5",
  location = "Bellevue, Washington, USA",
  month = "June",
  pages = "1201--1208",
  publisher = "ACM",
  series = "ICML '11",
  url = "http://mldiscuss.appspot.com/venue/ICML/2011/article/622/",
}
@inproceedings{blunsom-cohn:2011:ACL-HLT2011,
  title = "A Hierarchical {P}itman-{Y}or Process {HMM} for Unsupervised Part of Speech Induction",
  author = "Blunsom, Phil and Cohn, Trevor",
  year = "2011",
  address = "Portland, Oregon, USA",
  booktitle = "Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies",
  month = "June",
  pages = "865--874",
  publisher = "Association for Computational Linguistics",
  url = "http://www.aclweb.org/anthology/P11-1087",
}
@inproceedings{Denil:2011,
  title = "Toward the Implementation of a Quantum {RBM}",
  author = "Misha Denil and Nando de Freitas",
  year = "2011",
  booktitle = "NIPS 2011 Deep Learning and Unsupervised Feature Learning Workshop",
  url = "http://www.cs.ubc.ca/~nando/papers/quantumrbm.pdf",
}
@inproceedings{blunsom10tsg,
  title = "Unsupervised Induction of Tree Substitution Grammars for Dependency Parsing",
  author = "Blunsom, Phil and Cohn, Trevor",
  year = "2010",
  address = "Cambridge, MA",
  booktitle = "Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing",
  month = "October",
  pages = "1204--1213",
  publisher = "Association for Computational Linguistics",
  url = "http://www.aclweb.org/anthology/D10-1117",
}
@article{cohn11jmlr,
  title = "Inducing Tree-Substitution Grammars",
  author = "Trevor Cohn and Phil Blunsom and Sharon Goldwater",
  year = "2010",
  journal = "Journal of Machine Learning Research",
  pages = "3053--3096",
}
@article{birch2010mt,
  title = "Metrics for MT Evaluation: Evaluating Reordering",
  author = "Alexandra Birch and Phil Blunsom and Miles Osborne",
  year = "2010",
  journal = "Machine Translation",
}
@article{arun10mt,
  title = "{M}onte {C}arlo techniques for phrase-based translation",
  author = "Arun, Abhishek and Dyer, Chris and Haddow, Barry and Blunsom, Phil and Lopez, Adam and Koehn, Philipp",
  year = "2010",
  journal = "Special Issue of Machine Translation Journal",
}
@inproceedings{Chen:2010,
  title = "Deep Learning of Invariant Spatio-Temporal Features from Video",
  author = "Bo Chen and Jo-Anne Ting and Ben Marlin and Nando de Freitas",
  year = "2010",
  booktitle = "NIPS 2010 Deep Learning and Unsupervised Feature Learning Workshop",
  url = "http://www.cs.ubc.ca/~nando/papers/nipsworkshop2010.pdf",
}
@inproceedings{cohn10acl,
  title = "BLOCKED INFERENCE IN {B}AYESIAN TREE SUBSTITUTION GRAMMARS",
  author = "Cohn, Trevor and Blunsom, Phil",
  year = "2010",
  address = "Uppsala, Sweden",
  booktitle = "Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics",
}
@inproceedings{dyer10cdec,
  title = "cdec: A Decoder, Alignment, and Learning framework for finite-state and context-free translation models",
  author = "Chris Dyer and Adam Lopez and Juri Ganitkevitch and Johnathan Weese and Ferhan Ture and Phil Blunsom and Hendra Setiawan and Vladimir Eidelman and Philip Resnik",
  year = "2010",
  booktitle = "Proceedings of the ACL 2010 System Demonstrations",
  pages = "7--12",
  series = "ACLDemos '10",
}
@inproceedings{blunsom09acl_short,
  title = "A Note on the Implementation of Hierarchical Dirichlet Processes",
  author = "Blunsom, Phil and Cohn, Trevor and Goldwater, Sharon and Johnson, Mark",
  year = "2009",
  address = "Suntec, Singapore",
  booktitle = "Proceedings of the ACL-IJCNLP 2009 Conference Short Papers",
  month = "August",
  pages = "337--340",
  publisher = "Association for Computational Linguistics",
  url = "http://www.aclweb.org/anthology/P/P09/P09-2085",
}
@inproceedings{cohn09emnlp,
  title = "A {Bayesian} Model of Syntax-Directed Tree to String Grammar Induction",
  author = "Cohn, Trevor and Blunsom, Phil",
  year = "2009",
  address = "Singapore",
  booktitle = "Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing",
  month = "August",
  pages = "352--361",
  publisher = "Association for Computational Linguistics",
  url = "http://www.aclweb.org/anthology-new/D/D09/D09-1037.bib",
}
@inproceedings{blunsom09gibbs,
  title = "A {G}ibbs Sampler for Phrasal Synchronous Grammar Induction",
  author = "Blunsom, Phil and Cohn, Trevor and Dyer, Chris and Osborne, Miles",
  year = "2009",
  address = "Singapore",
  booktitle = "Proc.\ of the Joint conference of the 47th Annual Meeting of the Association for Computational Linguistics and the 4th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing (ACL/IJCNLP-09)",
  month = "August",
  pages = "782--790",
}
@inproceedings{cohn09naacl,
  title = "Inducing compact but accurate tree-substitution grammars",
  author = "Cohn, Trevor and Goldwater, Sharon and Blunsom, Phil",
  year = "2009",
  address = "Morristown, NJ, USA",
  booktitle = "NAACL '09: Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics",
  isbn = "978-1-932432-41-1",
  location = "Boulder, Colorado",
  pages = "548--556",
  publisher = "Association for Computational Linguistics",
}
@inproceedings{arun09conll,
  title = "Monte {C}arlo inference and maximization for phrase-based translation",
  author = "Arun, Abhishek and Dyer, Chris and Haddow, Barry and Blunsom, Phil and Lopez, Adam and Koehn, Philipp",
  year = "2009",
  address = "Morristown, NJ, USA",
  booktitle = "CoNLL '09: Proceedings of the Thirteenth Conference on Computational Natural Language Learning",
  isbn = "978-1-932432-29-9",
  location = "Boulder, Colorado",
  pages = "102--110",
  publisher = "Association for Computational Linguistics",
}
@techreport{Brochu:2009,
  title = "A Tutorial on {B}ayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning",
  author = "Eric Brochu and Vlad M Cora and Nando {de Freitas}",
  year = "2009",
  institution = "University of British Columbia, Department of Computer Science",
  number = "UBC TR-2009-023 and arXiv:1012.2599",
  url = "http://arxiv.org/abs/1012.2599",
}
@inproceedings{blunsom08latent,
  title = "A Discriminative Latent Variable Model for Statistical Machine Translation",
  author = "Blunsom, Phil and Cohn, Trevor and Osborne, Miles",
  year = "2008",
  address = "Columbus, Ohio",
  booktitle = "Proc.\ of the 46th Annual Conference of the Association for Computational Linguistics: Human Language Technologies (ACL-08:HLT)",
  month = "June",
  pages = "200--208",
  url = "http://www.aclweb.org/anthology/P/P08/P08-1024",
}
@inproceedings{blunsom08inference,
  title = "Probabilistic Inference for Machine Translation",
  author = "Blunsom, Phil and Osborne, Miles",
  year = "2008",
  address = "Honolulu, Hawaii",
  booktitle = "Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing",
  month = "October",
  pages = "215--223",
}
@incollection{blunsom08scfg,
  title = "Bayesian Synchronous Grammar Induction",
  author = "Phil Blunsom and Trevor Cohn and Miles Osborne",
  year = "2008",
  booktitle = "Advances in Neural Information Processing Systems 21",
  editor = "D. Koller and D. Schuurmans and Y. Bengio and L. Bottou",
  pages = "161--168",
}
@incollection{Hoffman:2007,
  title = "Bayesian Policy Learning with Trans-Dimensional {MCMC}",
  author = "Matthew Hoffman and Arnaud Doucet and Nando de Freitas and Ajay Jasra",
  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 = "665--672",
  publisher = "MIT Press",
  url = "http://nips.cc/Conferences/2007/Program/event.php?ID=663",
}
@inproceedings{blunsom06wa,
  title = "Discriminative Word Alignment with Conditional Random Fields",
  author = "Blunsom, Phil and Cohn, Trevor",
  year = "2006",
  address = "Sydney, Australia",
  booktitle = "Proc.\ of the 44th Annual Meeting of the ACL and 21st International Conference on Computational Linguistics (COLING/ACL-2006)",
  month = "July",
  pages = "65--72",
  url = "http://www.aclweb.org/anthology/P/P06/P06-1009",
}
@inproceedings{blunsom06supertagging,
  title = "Multilingual Deep Lexical Acquisition for {HPSG}s via Supertagging",
  author = "Blunsom, Phil and Baldwin, Timothy",
  year = "2006",
  address = "Sydney, Australia",
  booktitle = "Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing",
  month = "July",
  pages = "164--171",
}
@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",
}
@inproceedings{blunsom06question,
  title = "Question classification with log-linear models",
  author = "Blunsom, Phil and Kocik, Krystle and Curran, James R.",
  year = "2006",
  address = "New York, NY, USA",
  booktitle = "SIGIR '06: Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval",
  isbn = "1-59593-369-7",
  location = "Seattle, Washington, USA",
  pages = "615--616",
  publisher = "ACM",
  doi = "http://doi.acm.org/10.1145/1148170.1148282",
}
@inproceedings{cohn05srl,
  title = "Semantic Role Labelling with Tree Conditional Random Fields",
  author = "Cohn, Trevor and Blunsom, Philip",
  year = "2005",
  address = "Ann Arbor, Michigan",
  booktitle = "Proc.\ of the 9th Conference on Natural Language Learning (CoNLL-2005)",
  month = "June",
  pages = "169--172",
  url = "http://www.aclweb.org/anthology/W/W05/W05-0622",
}
@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{Carbonetto:2005,
  title = "Nonparametric {Bayesian} Logic",
  author = "Peter Carbonetto and Jacek Kisynski and Nando de Freitas and David Poole",
  year = "2005",
  address = "Arlington, Virginia",
  booktitle = "Uncertainty in Artificial Intelligence (UAI)",
  pages = "85--93",
  publisher = "AUAI Press",
  url = "http://uai.sis.pitt.edu/papers/05/p85-carbonetto.pdf",
}
@inproceedings{Kuck:2005,
  title = "Learning about individuals from group statistics",
  author = "Hendrik Kuck and Nando de Freitas",
  year = "2005",
  address = "Arlington, Virginia",
  booktitle = "Uncertainty in Artificial Intelligence (UAI)",
  pages = "332--339",
  publisher = "AUAI Press",
  url = "http://uai.sis.pitt.edu/papers/05/p332-kuck.pdf",
}
@inproceedings{Freitas:2005,
  title = "Fast {Krylov} Methods for {N}-Body Learning",
  author = "Nando De Freitas and Yang Wang and Maryam Mahdaviani and Dustin Lang",
  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 = "251--258",
  publisher = "MIT Press",
  url = "http://books.nips.cc/papers/files/nips18/NIPS2005_0765.pdf",
}
@inproceedings{Klaas:2005,
  title = "Toward Practical $N^2$ Monte Carlo: the Marginal Particle Filter",
  author = "Mike Klaas and Nando de Freitas and Arnaud Doucet",
  year = "2005",
  address = "Arlington, Virginia",
  booktitle = "Uncertainty in Artificial Intelligence (UAI)",
  pages = "308--315",
  publisher = "AUAI Press",
  url = "http://uai.sis.pitt.edu/papers/05/p308-klaas.pdf",
}
@inproceedings{Mahdaviani:2005,
  title = "Fast Computational Methods for Visually Guided Robots",
  author = "Mahdaviani, M. and de Freitas, N. and Fraser, B. and Hamze, F.",
  year = "2005",
  booktitle = "IEEE International Conference on Robotics \& Automation (ICRA)",
  pages = "138--143",
  url = "http://www.cs.ubc.ca/~nando/papers/aibo.pdf",
  doi = "10.1109/ROBOT.2005.1570109",
}
@inproceedings{blunsom04srl,
  title = "Maximum Entropy {M}arkov models for semantic role labelling",
  author = "Phil Blunsom",
  year = "2005",
  address = "Sydney, Australia",
  booktitle = "Proc.\ of the Australasian Language Technology Workshop 2004",
  pages = "109--116",
}
@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{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",
}
@article{Andrieu:2003
year={2003},
  title = "An Introduction to {MCMC} for Machine Learning",
  author = "Andrieu, Christophe and de Freitas, Nando and Doucet, Arnaud and Jordan, Michael I.",
  year = "2003",
  issn = "0885-6125",
  journal = "Machine Learning",
  number = "1-2",
  pages = "5-43",
  publisher = "Kluwer Academic Publishers",
  url = "http://dx.doi.org/10.1023/A%3A1020281327116",
  volume = "50",
  doi = "10.1023/A:1020281327116",
}
@inproceedings{Andrieu:2001b,
  title = "Rao-Blackwellised Particle Filtering via Data Augmentation",
  author = "Christophe Andrieu and Nando de Freitas and Arnaud Doucet",
  year = "2001",
  booktitle = "Advances in Neural Information Processing Systems (NIPS)",
  pages = "561--567",
  url = "http://books.nips.cc/papers/files/nips14/AA60.pdf",
}
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