* If you have any suggestions or want to make contributions, please feel free to send emails to Erheng Zhong (ezhong AT cse DOT ust DOT hk)
Talks and Slides
Name Source
A Survey on Transfer Learning
Sinno Jialin Pan
Transfer Learning Survey
Transfer Learning
Sinno Jialin Pan and Qiang Yang
MLSS'2011 (Singapore)
Domain Adaptation
John Blitzer and Hal Daumé III
ICML 2010 Tutorial
Sample Selection Bias - Covariate Shift: Problems, Solutions, and Applications
Wei Fan and Masashi Sugiyama
ICDM 2008 Tutorial
Transfer Learning for Link Prediction
Qiang Yang
MLA' 2010
Heterogeneous Transfer Learning
Qiang Yang
MLA' 2009
An Introduction to Transfer Learning
Qiang Yang
MLA' 2007

Books and Chapters
Title and Authors Publisher Year
Dataset Shift in Machine Learning
Quiñonero-Candela, J., Sugiyama, M., Schwaighofer, A., & Lawrence, N. D. (Eds.)
MIT Press 2009

Surveys
Name Authors
A Survey on Transfer Learning Sinno Jialin Pan and Qiang Yang
A Literature Survey on Domain Adaptation of Statistical Classifiers Jing Jiang
Transfer Learning for Reinforcement Learning Domains: A Survey Matthew E. Taylor and Peter Stone