Covariate Shift by Kernel Mean Matching

This chapter contains sections titled: Introduction, Sample Reweighting, Distribution Matching, Risk Estimates, The Connection to Single Class Support Vector Machines, Experiments, Conclusion, Appendix: Proofs

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Bibliographic Details
Published inDataset Shift in Machine Learning
Main Authors Smola, Alex, Borgwardt, Karsten, Gretton, Arthur, Schmittfull, Marcel, Schölkopf, Bernhard, Huang, Jiayuan
Format Book Chapter
LanguageEnglish
Published MIT Press 2008
The MIT Press
SeriesNeural Information Processing series
Subjects
Artificial Intelligence
covariate shift
distribution matching
kernel mean matching
local learning
risk estimates
test stage
training
Online AccessGet full text
ISBN0262170051
9780262170055
DOI10.7551/mitpress/9780262170055.003.0008

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Summary:This chapter contains sections titled: Introduction, Sample Reweighting, Distribution Matching, Risk Estimates, The Connection to Single Class Support Vector Machines, Experiments, Conclusion, Appendix: Proofs
ISBN:0262170051
9780262170055
DOI:10.7551/mitpress/9780262170055.003.0008