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Publications

The publications database contains papers and technical reports written by XRCE scientists from 1991 up to the present. If the document you are looking for cannot be downloaded in PDF or Postscript format, please contact us specifying the title, author(s) and reference. Any document downloaded from the publications database may be used for non-commercial purposes only.


Fast Variational Bayesian Inference for Non-Conjugate Matrix Factorization Models

Matthias Seeger, Guillaume Bouchard

AISTATS 2012 : Fifteenth International Conference on Artificial Intelligence and Statistics 2012, La Palma, Canary Islands, Spain, April 21-23, 2012.

Ref. : 2011/056  |  Abstract


Variational Bounds for Mixed-Data Factor Analysis

Emtiyaz Khan, Guillaume Bouchard, Ben Marlin, Kevin Murphy

NIPS (Neural Information Processing Systems), Vancouver, B.C., Canada, December 6th, 2010 Full paper available on NIPS 2010 Proceedings

Ref. : 2010/034  |  Abstract


An Asymptotic Analysis of Smooth Regularizers

Percy liang, Francis Bach, Guillaume Bouchard, Michael Jordan

NIPS 2009, (Neural Information Processing Systems Conference), Vancouver, B.C., Canada, 7-10 December, 2009. Full paper available on NIPS Website

Ref. : 2009/051  |  Abstract


Split Variational Inference

Guillaume Bouchard, Onno Zoeter

ICML International Conference on Machine Learning, Montreal, Quebec, June 14-17, 2009

Ref. : 2009/010  |  Abstract


Efficient bounds for the Softmax and applications to approximate inference in hybrid models

Guillaume Bouchard

NIPS 2007 Neural Information Processing Systems Conference, Whistler, Canada, December 7-8, 2007

Ref. : 2007/050  |  Abstract


Bias-Variance tradeoff in Hybrid Generative-Discriminative models

Guillaume Bouchard

The Sixth International conference on Machine Learning and Applications (ICMLA 07), Cincinnati, Ohio, USA, 13-15 Dec.2007.

Ref. : 2007/039  |  Abstract


Soft failure detection using factorial hidden Markov models

Guillaume Bouchard, Jean-Marc Andreoli

The Sixth International conference on Machine Learning and Applications (ICMLA 07), Cincinnati, Ohio, USA, 13-15 Dec.2007.

Ref. : 2007/038  |  Abstract


Overview of Generative and Discriminative hybrid models

Guillaume Bouchard

IDIAP 15 Anniversary Workshop, Martigny, Switzerland, September 12-13, 2006.

Ref. : 2006/027  |  Abstract  |  result.pdf (425.18 kB)


Hierarchical Part-Based Visual Object Categorization

Guillaume Bouchard, Bill Triggs

Appeared in Computer Vision and Pattern Recognition, Volume 1, pp. 710-715.

Ref. : 2005/071  |  Abstract


Probabilistic latent clustering of device usage

Jean-Marc Andreoli, Guillaume Bouchard

IDA 2005, the 6th International Symposium on Intelligent Data Analysis, Madrid, Spain, September 8-10, 2005.

Ref. : 2005/020  |  Abstract  |  ida.pdf (165.76 kB)