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Book Chapter

Implicit Online Learning with Kernels

By Bernhard Schölkopf, Li Cheng, John Platt, S.V.N. Vishwanathan, Thomas Hofmann ...
Publisher: The MIT Press
Published: 07 September 2007
DOI: 10.7551/mitpress/7503.003.0036
EISBN: 9780262256919
PDF
Book Chapter

Learning to Model Spatial Dependency: Semi-Supervised Discriminative Random Fields

By Bernhard Schölkopf, Chi-Hoon Lee, John Platt, Shaojun Wang, Thomas Hofmann ...
Publisher: The MIT Press
Published: 07 September 2007
DOI: 10.7551/mitpress/7503.003.0104
EISBN: 9780262256919
PDF
Book Chapter

Metric-Based Approaches for Semi-Supervised Regression and Classification

By Olivier Chapelle, Dale Schuurmans, Bernhard Schölkopf, Finnegan Southey, Alexander Zien ...
Series: Adaptive Computation and Machine Learning series
Publisher: The MIT Press
Published: 22 September 2006
DOI: 10.7551/mitpress/6173.003.0031
EISBN: 9780262255899
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Book Chapter

Adaptive Margin Support Vector Machines

By Alexander J. Smola, Peter Bartlett, Bernhard Schölkopf, Dale Schuurmans
Publisher: The MIT Press
Published: 29 September 2000
DOI: 10.7551/mitpress/1113.003.0021
EISBN: 9780262283977
PDF
Book Chapter

GACV for Support Vector Machines

By Alexander J. Smola, Peter Bartlett, Bernhard Schölkopf, Dale Schuurmans
Publisher: The MIT Press
Published: 29 September 2000
DOI: 10.7551/mitpress/1113.003.0022
EISBN: 9780262283977
PDF
Book Chapter

Gaussian Processes and SVM

By Alexander J. Smola, Peter Bartlett, Bernhard Schölkopf, Dale Schuurmans
Publisher: The MIT Press
Published: 29 September 2000
DOI: 10.7551/mitpress/1113.003.0023
EISBN: 9780262283977
PDF
Book Chapter

Beyond the Margin

By Alexander J. Smola, Peter Bartlett, Bernhard Schölkopf, Dale Schuurmans
Publisher: The MIT Press
Published: 29 September 2000
DOI: 10.7551/mitpress/1113.003.0024
EISBN: 9780262283977
Book Chapter

Computing the Bayes Kernel Classifier

By Alexander J. Smola, Peter Bartlett, Bernhard Schölkopf, Dale Schuurmans
Publisher: The MIT Press
Published: 29 September 2000
DOI: 10.7551/mitpress/1113.003.0025
EISBN: 9780262283977
PDF
Book Chapter

Margin Distribution and Soft Margin

By Alexander J. Smola, Peter Bartlett, Bernhard Schölkopf, Dale Schuurmans
Publisher: The MIT Press
Published: 29 September 2000
DOI: 10.7551/mitpress/1113.003.0026
EISBN: 9780262283977
PDF
Book Chapter

Support Vectors and Statistical Mechanics

By Alexander J. Smola, Peter Bartlett, Bernhard Schölkopf, Dale Schuurmans
Publisher: The MIT Press
Published: 29 September 2000
DOI: 10.7551/mitpress/1113.003.0027
EISBN: 9780262283977
PDF
Book Chapter

Entropy Numbers for Convex Combinations and MLPs

By Alexander J. Smola, Peter Bartlett, Bernhard Schölkopf, Dale Schuurmans
Publisher: The MIT Press
Published: 29 September 2000
DOI: 10.7551/mitpress/1113.003.0028
EISBN: 9780262283977
PDF
Book Chapter

References

By Alexander J. Smola, Peter Bartlett, Bernhard Schölkopf, Dale Schuurmans
Publisher: The MIT Press
Published: 29 September 2000
DOI: 10.7551/mitpress/1113.003.0029
EISBN: 9780262283977
PDF
Book Chapter

Index

By Alexander J. Smola, Peter Bartlett, Bernhard Schölkopf, Dale Schuurmans
Publisher: The MIT Press
Published: 29 September 2000
DOI: 10.7551/mitpress/1113.003.0030
EISBN: 9780262283977
PDF
Book Chapter

Kernal Machines

By Alexander J. Smola, Peter Bartlett, Bernhard Schölkopf, Dale Schuurmans
Publisher: The MIT Press
Published: 29 September 2000
DOI: 10.7551/mitpress/1113.003.0011
EISBN: 9780262283977
Book Chapter

Generalized Support Vector Machines

By Alexander J. Smola, Peter Bartlett, Bernhard Schölkopf, Dale Schuurmans
Publisher: The MIT Press
Published: 29 September 2000
DOI: 10.7551/mitpress/1113.003.0012
EISBN: 9780262283977
PDF
Book Chapter

Linear Discriminant and Support Vector Classifiers

By Alexander J. Smola, Peter Bartlett, Bernhard Schölkopf, Dale Schuurmans
Publisher: The MIT Press
Published: 29 September 2000
DOI: 10.7551/mitpress/1113.003.0013
EISBN: 9780262283977
PDF
Book Chapter

Regularization Networks and Support Vector Machines

By Alexander J. Smola, Peter Bartlett, Bernhard Schölkopf, Dale Schuurmans
Publisher: The MIT Press
Published: 29 September 2000
DOI: 10.7551/mitpress/1113.003.0014
EISBN: 9780262283977
PDF
Book Chapter

Boosting

By Alexander J. Smola, Peter Bartlett, Bernhard Schölkopf, Dale Schuurmans
Publisher: The MIT Press
Published: 29 September 2000
DOI: 10.7551/mitpress/1113.003.0015
EISBN: 9780262283977
Book Chapter

Robust Ensemble Learning

By Alexander J. Smola, Peter Bartlett, Bernhard Schölkopf, Dale Schuurmans
Publisher: The MIT Press
Published: 29 September 2000
DOI: 10.7551/mitpress/1113.003.0016
EISBN: 9780262283977
PDF
Book Chapter

Functional Gradient Techniques for Combining Hypotheses

By Alexander J. Smola, Peter Bartlett, Bernhard Schölkopf, Dale Schuurmans
Publisher: The MIT Press
Published: 29 September 2000
DOI: 10.7551/mitpress/1113.003.0017
EISBN: 9780262283977
PDF