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Home > Empirical Inference: Festschrift in Honor of Vladimir N. Vapnik > Strong Universal Consistent Estimate of the Minimum Mean Squared Error
Empirical Inference: Festschrift in Honor of Vladimir N. Vapnik |
Bernhard Schölkopf; Zhiyuan Luo; Vladimir Vovk
Springer Berlin Heidelberg
Empirical Inference: Festschrift in Honor of Vladimir N. Vapnik
Strong Universal Consistent Estimate of the Minimum Mean Squared Error
Authors

Luc Devroye; Paola G. Ferrario; László Györfi; Harro Walk

ARI Id

1664647298666_2557268

Access

Not Available Free

Pages

143-160

DOI

10.1007/978-3-642-41136-6_14

Chapter URL

https://rd.springer.com/chapter/10.1007/978-3-642-41136-6_14

Table of Contents of Book
Showing 1 to 20 of 27 entries
Chapters/HeadingsAuthor(s)PagesInfo
Front Matter
i-xix
Front Matter
1-1
In Hindsight: Doklady Akademii Nauk SSSR, 181(4), 1968
Léon Bottou
3-5
On the Uniform Convergence of the Frequencies of Occurrence of Events to Their Probabilities
Vladimir N. Vapnik; Alexey Ya. Chervonenkis
7-12
Early History of Support Vector Machines
Alexey Ya. Chervonenkis
13-20
Front Matter
21-24
Some Remarks on the Statistical Analysis of SVMs and Related Methods
Ingo Steinwart
25-36
Explaining AdaBoost
Robert E. Schapire
37-52
On the Relations and Differences Between Popper Dimension, Exclusion Dimension and VC-Dimension
Yevgeny Seldin; Bernhard Schölkopf
53-57
On Learnability, Complexity and Stability
Silvia Villa; Lorenzo Rosasco; Tomaso Poggio
59-69
Loss Functions
Robert C. Williamson
71-80
Statistical Learning Theory in Practice
Jason Weston
81-93
PAC-Bayesian Theory
David McAllester; Takintayo Akinbiyi
95-103
Kernel Ridge Regression
Vladimir Vovk
105-116
Multi-task Learning for Computational Biology: Overview and Outlook
Christian Widmer; Marius Kloft; Gunnar Rätsch
117-127
Semi-supervised Learning in Causal and Anticausal Settings
Bernhard Schölkopf; Dominik Janzing; Jonas Peters; Eleni Sgouritsa; Kun Zhang; Joris Mooij
129-141
Strong Universal Consistent Estimate of the Minimum Mean Squared Error
Luc Devroye; Paola G. Ferrario; László Györfi; Harro Walk
143-160
The Median Hypothesis
Ran Gilad-Bachrach; Chris J. C. Burges
161-175
Efficient Transductive Online Learning via Randomized Rounding
Nicolò Cesa-Bianchi; Ohad Shamir
177-194
Pivotal Estimation in High-Dimensional Regression via Linear Programming
Eric Gautier; Alexandre B. Tsybakov
195-204
Chapters/HeadingsAuthor(s)PagesInfo
Showing 1 to 20 of 27 entries
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