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r30 - 22 Jun 2007 - 15:02:48 - DumitruErhanYou are here: TWiki >  Public Web  > DeepNetworks? > DeepNetworksBibliography
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    url = {http://www.iro.umontreal.ca/~lisa/publications/?page=publication&kind=single&ID=216},
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@ARTICLE {1161605, title = {A fast learning algorithm for deep belief nets}, author = {Hinton, Geoffrey E. and Osindero, Simon and Teh, Yee-Whye}, journal = {Neural Comput.}, year = {2006}, volume = {18}, number = {7}, pages = {1527--1554}, publisher = {MIT Press}, address = {Cambridge, MA, USA}, issn = {0899-7667}, doi = {10.1162/neco.2006.18.7.1527}, } @ARTICLE {hinton1995wsa, title = {{The wake-sleep algorithm for unsupervised neural networks}}, author = {Hinton, Geoffrey E. and Dayan, Peter and Frey, Brendan J. and Neal, Radford M. }, journal = {Science}, year = {1995}, volume = {268}, number = {5214}, pages = {1158--1161}, } @INPROCEEDINGS {DBLP:conf/nips/FreyHD95, title = {Does the Wake-sleep Algorithm Produce Good Density Estimators?}, author = {Frey, Brendan J. and Hinton, Geoffrey E. and Dayan, Peter}, crossref = {DBLP:conf/nips/1995}, booktitle = {NIPS}, year = {1995}, pages = {661--667}, ee={http://nips.djvuzone.org/djvu/nips08/0661.djvu}, bibsource={DBLP, http://dblp.uni-trier.de}, } @ARTICLE {HintonGhahramani97, title = {Generative Models for Discovering Sparse Distributed Representations}, author = {Hinton, Geoffrey E. and Ghahramani, Z. }, journal = {Proc. Roy. Soc.}, year = {1997}, } @ARTICLE {HinOsiWel2006, title = {Unsupervised Discovery of Non-Linear Structure using Contrastive Backpropagation}, author = {Hinton, Geoffrey E. and Osindero, Simon and Welling, Max and Teh, Yee-Whye}, journal = {Cognitive Science}, year = {2006}, volume = {30}, number = {4}, } @ARTICLE {2006Sci...313..504H, title = {{Reducing the Dimensionality of Data with Neural Networks}}, author = {Hinton, Geoffrey E. and {Salakhutdinov}, Ruslan}, journal = {Science}, year = {2006}, month = {July}, volume = {313}, pages = {504--507}, doi = {10.1126/science.1127647}, adsurl={http://adsabs.harvard.edu/cgi-bin/nph-bib_query?bibcode=2006Sci...313..504H&db_key=GEN}, adsnote={Provided by the Smithsonian/NASA Astrophysics Data System}, } @INCOLLECTION {NIPS2006_693, title = {Modeling Human Motion Using Binary Latent Variables}, author = {Taylor, Graham and Hinton, Geoffrey E. and Roweis, Sam}, editor = {Sch{\"o}lkopf, Bernhard and Platt, J. and Hoffman, T. }, booktitle = {Advances in Neural Information Processing Systems 19}, year = {2007}, publisher = {MIT Press}, address = {Cambridge, MA}, }

%Crossreferenced publications:

@PROCEEDINGS {DBLP:conf/nips/1995, title = {Advances in Neural Information Processing Systems 8, NIPS, Denver, CO, November 27-30, 1995}, editor = {Touretzky, David S. and Mozer, Michael and Hasselmo, Michael E. }, booktitle = {NIPS}, year = {1996}, publisher = {MIT Press}, isbn = {0-262-20107-0}, bibsource={DBLP, http://dblp.uni-trier.de}, }

@ARTICLE {hinton1994amd, title = {{Autoencoders, minimum description length, and Helmholtz free energy}}, author = {Hinton, Geoffrey E. and Zemel, R. S. }, journal = {Advances in Neural Information Processing Systems}, year = {1994}, volume = {6}, pages = {3--10}, publisher = {Morgan Kaufmann Publishers, Inc.}, }

@PHDTHESIS {zemel1993mdl, title = {{A Minimum Description Length Framework for Unsupervised Learning}}, author = {Zemel, R. S. }, year = {1993}, school = {University of Toronto}, }

@ARTICLE {dayan1995hm, title = {{The Helmholtz machine}}, author = {Dayan, Peter and others }, journal = {Neural Computation}, year = {1995}, volume = {7}, number = {5}, pages = {889--904}, }

@MISC {hinton97minimizing, title = {Minimizing description length in an unsupervised neural network}, author = {Hinton, Geoffrey E. and Zemel, R. S. }, year = {1997}, url = {citeseer.ist.psu.edu/hinton97minimizing.html}, }

@ARTICLE {hadsell2006drl, title = {{Dimensionality Reduction by Learning an Invariant Mapping}}, author = {Hadsell, R. and Chopra, S. and LeCun?, Yann}, journal = {Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition-Volume 2}, year = {2006}, pages = {1735--1742}, publisher = {IEEE Computer Society Washington, DC, USA}, }

@ARTICLE {hinton2002tpe, title = {{Training Products of Experts by Minimizing Contrastive Divergence}}, author = {Hinton, Geoffrey E. }, journal = {Neural Computation}, year = {2002}, volume = {14}, number = {8}, pages = {1771--1800}, publisher = {MIT Press}, }

@ARTICLE {carreiraperpinan2005cdl, title = {{On contrastive divergence learning}}, author = {Carreira-Perpinan, M. A. and Hinton, Geoffrey E. }, journal = {Artificial Intelligence and Statistics, 2005}, year = {2005}, }

@ARTICLE {chen2004mcd, title = {{Minimising Contrastive Divergence in Noisy, Mixed-mode VLSI Neurons}}, author = {Chen, H. and Fleury, P. and Murray, A. F. }, journal = {Advances in Neural Information Processing System (NIPS2003)}, year = {2004}, volume = {16}, }

@ARTICLE {welling2002nla, title = {{A new learning algorithm for mean field Boltzmann machines}}, author = {Welling, Max and Hinton, Geoffrey E. }, journal = {Proceedings of the International Conference on Artificial Neural Networks}, year = {2002}, pages = {351--357}, publisher = {Springer}, }

@INPROCEEDINGS {hinton-99, title = {{Products of Experts}}, author = {Hinton, Geoffrey E. }, booktitle = {Proceedings of the Ninth International Conference on Artificial Neural Networks}, year = {1999}, volume = {1}, pages = {1--6}, }

@INPROCEEDINGS {DBLP:conf/nips/HintonWM03, title = {Wormholes Improve Contrastive Divergence.}, author = {Hinton, Geoffrey E. and Welling, Max and Mnih, Andriy}, crossref = {DBLP:conf/nips/2003}, booktitle = {NIPS}, year = {2003}, ee={http://books.nips.cc/papers/files/nips16/NIPS2003_AA53.pdf}, bibsource={DBLP, http://dblp.uni-trier.de}, }

@INPROCEEDINGS {DBLP:conf/nips/WellingRH04, title = {Exponential Family Harmoniums with an Application to Information Retrieval.}, author = {Welling, Max and Rosen-Zvi, Michal and Hinton, Geoffrey E. }, booktitle = {NIPS}, year = {2004}, ee={http://books.nips.cc/papers/files/nips17/NIPS2004_0738.pdf}, bibsource={DBLP, http://dblp.uni-trier.de}, }

%Crossreferenced publications:

@PROCEEDINGS {DBLP:conf/nips/2003, title = {Advances in Neural Information Processing Systems 16 [Neural Information Processing Systems, NIPS 2003, December 8-13, 2003, Vancouver and Whistler, British Columbia, Canada]}, editor = {Thrun, Sebastian and Saul, Lawrence K. and Sch{\"o}lkopf, Bernhard}, booktitle = {NIPS}, year = {2004}, publisher = {MIT Press}, isbn = {0-262-20152-6}, bibsource={DBLP,http://dblp.uni-trier.de}, }

@incollection{NIPS2006_739, title = {Greedy Layer-Wise Training of Deep Networks}, author = {Yoshua Bengio and Pascal Lamblin and Dan Popovici and Hugo Larochelle}, booktitle = {Advances in Neural Information Processing Systems 19}, editor = {B. Sch\"{o}lkopf and J. Platt and T. Hoffman}, publisher = {MIT Press}, address = {Cambridge, MA}, pages = {153--160}, year = {2007} }

@incollection{icml2007dbn, title = {An Empirical Evaluation of Deep Architectures on Problems with Many Factors of Variation}, author = {Hugo Larochelle and Dumitru Erhan and Aaron Courville and James Bergstra and Yoshua Bengio}, booktitle = {Proceedings of the Twenty-Fourth International Conference on Machine Learning (ICML 2007)}, address = {Corvallis, Oregon, USA}, year = {2007} }

@ARTICLE {bengio2003npl, title = {{A neural probabilistic language model.}}, author = {Bengio, Yoshua and Ducharme, R. and Vincent, P. and Jauvin, C. }, journal = {Journal of Machine Learning Research}, year = {2003}, volume = {3}, number = {6}, pages = {1137--1155}, publisher = {MIT Press}, }

@INPROCEEDINGS {658286, title = {Learning Distributed Representations by Mapping Concepts and Relations into a Linear Space}, author = {Paccanaro, Alberto and Hinton, Geoffrey E. }, booktitle = {ICML '00: Proceedings of the Seventeenth International Conference on Machine Learning}, year = {2000}, pages = {711--718}, publisher = {Morgan Kaufmann Publishers Inc.}, address = {San Francisco, CA, USA}, isbn = {1-55860-707-2}, }

@INPROCEEDINGS {853971, title = {Extracting Distributed Representations of Concepts and Relations from Positive and Negative Propositions}, author = {Paccanaro, Alberto and Hinton, Geoffrey E. }, booktitle = {IJCNN '00: Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN'00)-Volume 2}, year = {2000}, pages = {2259}, publisher = {IEEE Computer Society}, address = {Washington, DC, USA}, isbn = {0-7695-0619-4}, } @ARTICLE {memisevic2004mre, title = {{Multiple relational embedding}}, author = {Memisevic, R. and Hinton, Geoffrey E. }, journal = {Advances in Neural Information Processing Systems}, year = {2004}, volume = {16}, pages = {505--512}, }

@ARTICLE {ackley1985lab, title = {{A Learning Algorithm for Boltzmann Machines}}, author = {Ackley, D. H. and Hinton, Geoffrey E. and Sejnowski, Terrence J. }, journal = {Cognitive Science}, year = {1985}, volume = {9}, number = {1}, pages = {147--169}, publisher = {Lawrence Earlbaum}, } @ARTICLE {teh2001rcr, title = {{Rate-coded Restricted Boltzmann Machines for Face Recognition}}, author = {Teh, Yee-Whye and Hinton, Geoffrey E. }, journal = {Advances in Neural Information Processing Systems}, year = {2001}, volume = {13}, pages = {908--914}, } @ARTICLE {hinton1986lar, title = {{Learning and relearning in Boltzmann machines}}, author = {Hinton, Geoffrey E. and Sejnowski, Terrence J. }, journal = {Mit Press Computational Models Of Cognition And Perception Series}, year = {1986}, pages = {282--317}, publisher = {MIT Press Cambridge, MA, USA}, } @INPROCEEDINGS {Fahlman:83AA, title = {Massively Parallel Architectures for AI: NETL, Thistle, and Boltzmann Machines}, author = {Fahlman, S. E. and Hinton, Geoffrey E. and Sejnowski, Terrence J. }, booktitle = {Proc. of AAAI-83}, year = {1983}, pages = {109--113}, address = {Washington, DC}, }

@ARTICLE {104150, title = {Deterministic Boltzmann learning performs steepest descent in weight-space}, author = {Hinton, Geoffrey E. }, year = {1990}, pages = {128--133}, publisher = {IEEE Press}, address = {Piscataway, NJ, USA}, isbn = {0-8186-2015-3}, book={Artificial neural networks: concept learning}, } @ARTICLE {williams1990mfn, title = {{Mean field networks that learn to discriminate temporally distorted strings}}, author = {Williams, CKI and Hinton, Geoffrey E. }, journal = {Connectionist Models: Proceedings of the 1990 Summer School}, year = {1990}, pages = {18--22}, } @TECHREPORT {galland1989dbl, title = {{Deterministic Boltzmann learning in networks with asymmetric connectivity}}, author = {Galland, C. and Hinton, Geoffrey E. }, year = {1989}, institution = {Technical Report CRG-TR-89}, } @ARTICLE {hinton1983opi, title = {{Optimal perceptual inference}}, author = {Hinton, Geoffrey E. and Sejnowski, Terrence J. }, journal = {Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition}, year = {1983}, pages = {448--453}, } @ARTICLE {sejnowski1986lsg, title = {{Learning symmetry groups with hidden units: Beyond the perceptron}}, author = {Sejnowski, Terrence J. and Kienker, P. K. and Hinton, Geoffrey E. }, journal = {Physica D}, year = {1986}, volume = {2}, number = {1-3}, pages = {260--275}, publisher = {Elsevier Science Publishers BV Amsterdam, The Netherlands, The Netherlands}, } @ARTICLE {hinton2000sbm, title = {{Spiking Boltzmann machines}}, author = {Hinton, Geoffrey E. and Brown, A. D. }, journal = {Advances in Neural Information Processing Systems}, year = {2000}, volume = {12}, } @ARTICLE {kienker1986sfg, title = {{Separating figure from ground with a parallel network}}, author = {Kienker, P. K. and Sejnowski, Terrence J. and Hinton, Geoffrey E. and Schumacher, L. E. }, journal = {Perception}, year = {1986}, volume = {15}, number = {2}, pages = {197--216}, } @INPROCEEDINGS {720095, title = {Discovering Multiple Constraints that are Frequently Approximately Satisfied}, author = {Hinton, Geoffrey E. and Teh, Yee-Whye}, booktitle = {UAI '01: Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence}, year = {2001}, pages = {227--234}, publisher = {Morgan Kaufmann Publishers Inc.}, address = {San Francisco, CA, USA}, isbn = {1-55860-800-1}, }

-- DumitruErhan - 22 Jun 2007

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