Dataset Shift in Machine Learning
Latest Publications

TOTAL DOCUMENTS

11

(FIVE YEARS 0)

H-INDEX

1

(FIVE YEARS 0)

Published By The MIT Press

9780262170055

Latest Documents Most Cited Documents Contributed Authors Related Sources Related Keywords

An Adversarial View of Covariate Shift and a Minimax Approach

Dataset Shift in Machine Learning ◽

10.7551/mitpress/9780262170055.003.0010 ◽

2008 ◽

pp. 178-197

Author(s):

Globerson Amir ◽

Hui Teo Choon ◽

Smola Alex ◽

Roweis Sam

Keyword(s):

Minimax Approach

Download Full-text

On the Training/Test Distributions Gap: A Data Representation Learning Framework

Dataset Shift in Machine Learning ◽

10.7551/mitpress/9780262170055.003.0005 ◽

2008 ◽

pp. 73-84

Author(s):

Ben-David Shai

Keyword(s):

Representation Learning ◽

Data Representation ◽

Learning Framework

Download Full-text

A Conditional Expectation Approach to Model Selection and Active Learning under Covariate Shift

Dataset Shift in Machine Learning ◽

10.7551/mitpress/9780262170055.003.0007 ◽

2008 ◽

pp. 106-130

Author(s):

Sugiyama Masashi ◽

Rubens Neil ◽

Müller Klaus-Robert

Keyword(s):

Active Learning ◽

Model Selection ◽

Conditional Expectation

Download Full-text

Discriminative Learning under Covariate Shift with a Single Optimization Problem

Dataset Shift in Machine Learning ◽

10.7551/mitpress/9780262170055.003.0009 ◽

2008 ◽

pp. 161-177 ◽

Author(s):

Bickel Amir ◽

Brückner Michael ◽

Scheffer Tobias

Keyword(s):

Optimization Problem ◽

Discriminative Learning

Download Full-text

Binary Classification under Sample Selection Bias

Dataset Shift in Machine Learning ◽

10.7551/mitpress/9780262170055.003.0003 ◽

2008 ◽

pp. 40-64

Author(s):

Hein Matthias

Keyword(s):

Selection Bias ◽

Binary Classification ◽

Sample Selection ◽

Sample Selection Bias

Download Full-text

Geometry of Covariate Shift with Applications to Active Learning

Dataset Shift in Machine Learning ◽

10.7551/mitpress/9780262170055.003.0006 ◽

2008 ◽

pp. 86-105

Author(s):

Kanamori Takafumi ◽

Shimodaira Hidetoshi

Keyword(s):

Active Learning

Download Full-text

On Bayesian Transduction: Implications for the Covariate Shift Problem

Dataset Shift in Machine Learning ◽

10.7551/mitpress/9780262170055.003.0004 ◽

2008 ◽

pp. 65-72

Author(s):

Kai Hansen Lars

Keyword(s):

Download Full-text

Author Comments

Dataset Shift in Machine Learning ◽

10.7551/mitpress/9780262170055.003.0011 ◽

2008 ◽

pp. 200-205

Author(s):

Shimodaira Hidetoshi ◽

Sugiyama Masashi ◽

Storkey Amos ◽

Gretton Arthur ◽

David Shai-Ben

Download Full-text

Covariate Shift by Kernel Mean Matching

Dataset Shift in Machine Learning ◽

10.7551/mitpress/9780262170055.003.0008 ◽

2008 ◽

pp. 131-160 ◽

Author(s):

Arthur Gretton ◽

Alex Smola ◽

Jiayuan Huang ◽

Marcel Schmittfull ◽

Karsten Borgwardt ◽

...

Download Full-text

Projection and Projectability

Dataset Shift in Machine Learning ◽

10.7551/mitpress/9780262170055.003.0002 ◽

2008 ◽

pp. 29-38 ◽

Author(s):

Corfield David

Download Full-text