04-03-2010
Détails: tutoriel (4-5 mars 2010) / Tutorial Details (March 4-5, 2010)
Hugo Larochelle
Dept. of Computer Science, University of Toronto
Literature : Deep Neural Networks
Publications on Deep Neural Networks (cont.)
Deep Learning using Robust Interdependent Codes
http://www.cs.toronto.edu/~larocheh/publications/aistats_2009_robust_interdependent.pdf
Deep Learning via Semi-Supervised Embedding
http://www.kyb.mpg.de/bs/people/weston/papers/deep_embed.pdf
Kernel Methods for Deep Learning
http://books.nips.cc/papers/files/nips22/NIPS2009_0729.pdf
Slow, Decorrelated Features for Pretraining Complex Cell-like Networks
http://books.nips.cc/papers/files/nips22/NIPS2009_0933.pdf
Automatic Identification of Instrument Classes in Polyphonic and Poly-Instrument Audio
http://ismir2009.ismir.net/proceedings/PS3-2.pdf
Reducing the Dimensionality of Data with Neural Networks
http://www.cs.toronto.edu/~hinton/science.pdf
Semantic Hashing
http://web.mit.edu/~rsalakhu/www/papers/sdarticle.pdf
Semi-supervised Learning of Compact Document Representations with Deep Networks
http://www.cs.toronto.edu/~ranzato/publications/ranzato-icml08.pdf
Learning a Nonlinear Embedding by Preserving Class Neighbourhood Structure
http://web.mit.edu/~rsalakhu/www/papers/nonlinnca.pdf
Using Deep Belief Nets to Learn Covariance Kernels for Gaussian Processes
http://web.mit.edu/~rsalakhu/www/papers/nips07_gp.pdf
Implicit Mixtures of Restricted Boltzmann Machines
http://books.nips.cc/papers/files/nips21/NIPS2008_0935.pdf
3D Object Recognition with Deep Belief Nets
http://books.nips.cc/papers/files/nips22/NIPS2009_0807.pdf
Sparse deep belief net model for visual area V2
http://www.stanford.edu/~hllee/nips07-sparseDBN.pdf
Fast Inference in Sparse Coding Algorithms with Applications to Object Recognition
http://yann.lecun.com/exdb/publis/pdf/koray-psd-08.pdf
What is the Best Multi-Stage Architecture for Object Recognition?
http://yann.lecun.com/exdb/publis/pdf/jarrett-iccv-09.pdf
A High-Throughput Screening Approach to Discovering Good Forms of Biologically-Inspired Visual Representation
http://www.ploscompbiol.org/article/fetchObjectAttachment.action;jsessionid=C15AC0134DD695C1FA4BD4E62B4EBC95?uri=info%3Adoi%2F10.1371%2Fjournal.pcbi.1000579&representation=PDF
Belief Net Learning in a Long-Range Vision System for Autonomous Off-Road Driving
http://yann.lecun.com/exdb/publis/pdf/hadsell-iros-08.pdf
Deep Learning from Temporal Coherence in Video
http://www.kyb.tuebingen.mpg.de/bs/people/weston/papers/embedvideo.pdf
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