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A Continuation Method for Semi-Supervised SVMs
Olivier Chapelle, Mingmin Chi and Alexander Zien
Conference or Workshop Item
(2006)
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A Machine Learning Approach to Conjoint Analysis
Olivier Chapelle and Zaid Harchaoui
Conference or Workshop Item
(June 2004)
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Active Learning for Parzen Window Classifier
Olivier Chapelle
Conference or Workshop Item
(September 2004)
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An Analysis of the Anti-Learning Phenomenon for the Class Symmetric Polyhedron
Adam Kowalczyk and Olivier Chapelle
Conference or Workshop Item
(October 2005)
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An Efficient Method for Gradient-Based Adaptation of Hyperparameters in SVM Models
Sathiya Keerthi, Vikas Sindhwani and Olivier Chapelle
Conference or Workshop Item
(2007)
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Approximation Methods for Gaussian Process Regression
Joaquin Quinonero Candela, Carl Edward Rasmussen and Christopher Williams
Book Section
Item not available online.
(09 November 2006)
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Branch and Bound for Semi-Supervised Support Vector Machines
Olivier Chapelle, Vikas Sindhwani and Sathiya Keerthi
Conference or Workshop Item
(2007)
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Brisk Kernel ICA
S Jegelka and Arthur Gretton
Book Section
Item not available online.
(August 2006)
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Combining a Filter Method with SVMs
Thomas Navin Lal, Olivier Chapelle and Bernhard Schölkopf
Book Section
Item not available online.
(October 2004)
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Deterministic Annealing for Multiple-Instance Learning
Peter Gehler and Olivier Chapelle
Conference or Workshop Item
(October 2006)
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Deterministic Annealing for Semi-supervised Kernel Machines
Vikas Sindhwani, Sathiya Keerthi and Olivier Chapelle
Conference or Workshop Item
(2006)
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Embedded Methods
Thomas Navin Lal, Olivier Chapelle, J. Weston and A Elisseeff
Book Section
Item not available online.
(20 November 2004)
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Entropy Regularization
Yves Grandvalet and Yoshua Bengio
Book Section
Item not available online.
(2005)
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Estimating Predictive Variances with Kernel Ridge Regression
gavin cawley, nicola talbot and Olivier Chapelle
Book Section
(November 2005)
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Feature selection and transduction for prediction of molecular bioactivity for drug design
Jason Weston, Fernando Perez-Cruz, Andre Elisseeff, Olivier Bousquet, Olivier Chapelle and Bernhard Schölkopf
Article
Item availablity restricted.
(June 2003)
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Graph Kernels by Spectral Transforms
Xiaojin Zhu, Jaz Kandola, John Lafferty and Zoubin Ghahramani
Book Section
(2005)
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Implicit Surface Modelling as an Eigenvalue Problem
christian wadler, Olivier Chapelle and Bernhard Schölkopf
Conference or Workshop Item
(08 August 2005)
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Implicit Surfaces with Globally Regularised and Compactly Supported Basis Functions
Christian Walder, Bernhard Schölkopf and Olivier Chapelle
Conference or Workshop Item
(2007)
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Large scale learning with string kernels
Sören Sonnenburg, Gunnar Raetsch and Konrad Rieck
Book Section
(2007)
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Object categorization with SVM: kernels for local features
Jan Eichhorn and Olivier Chapelle
Monograph
(June 2004)
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Object categorization with SVM: kernels for local features
Jan Eichhorn and Olivier Chappelle
Conference or Workshop Item
(04 May 2004)
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Semi-Supervised Classification by Low Density Separation
Olivier Chapelle and Alexander Zien
Conference or Workshop Item
(September 2004)
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Semi-Supervised Learning
Book
Item not available online.
(September 2006)
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The 2005 PASCAL Visual Object Classes Challenge
Mark Everingham, Andrew Zisserman, Christopher Williams, Luc Van Gool, Moray Allan, Chris Bishop, Olivier Chapelle, Navneet Dalal, Thomas Deselaers, Gyorgy Dorko, Stefan Duffner, Jan Eichhorn, Jason Farquhar, Mario Fritz, Christophe Garcia, Tom Griffiths, Frederic Jurie, Daniel Keysers, Markus Koskela, Jorma Laaksonen, Diane Larlus, Bastian Leibe, Hongying Meng, Hermann Ney, Bernt Schiele, Cordelia Schmid, Edgar Seemann, John Shawe-Taylor, Amos Storkey, Sandor Szedmak, William Triggs, Ilkay Ulusoy, Ville Viitaniemi and Jianguo Zhang
Book Section
(2006)
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Training Invariant Support Vector Machines using Selective Sampling
Stéphane Canu, Leon Bottou and Stéphane Canu
Book Section
Item not available online.
(2007)
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Training Invariant Support Vector Machines using Selective Sampling
Gaëlle Loosli, Leon Bottou and Stéphane Canu
Book Section
Item not available online.
(2007)
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