A Density-ratio Framework for Statistical Data Processing

Author:

Sugiyama Masashi,Kanamori Takafumi,Suzuki Taiji,Hido Shohei,Sese Jun,Takeuchi Ichiro,Wang Liwei

Publisher

Information Processing Society of Japan

Subject

Computer Vision and Pattern Recognition

Reference78 articles.

1. 1) Vapnik, V.N.: Statistical Learning Theory, Wiley, New York (1998).

2. 2) Zadrozny, B.: Learning and Evaluating Classifiers under Sample Selection Bias, Proc. 21st International Conference on Machine Learning, New York, NY, ACM Press (2004).

3. Input-dependent estimation of generalization error under covariate shift

4. 4) Huang, J., Smola, A., Gretton, A., Borgwardt, K.M. and Schölkopf, B.: Correcting Sample Selection Bias by Unlabeled Data, Advances in Neural Information Processing Systems 19, Schölkopf, B., Platt, J. and Hoffman, T. (eds.), pp.601-608, MIT Press, Cambridge, MA (2007).

5. 5) Sugiyama, M., Krauledat, M. and Müller, K.-R.: Covariate Shift Adaptation by Importance Weighted Cross Validation, Journal of Machine Learning Research, Vol.8, pp.985-1005 (2007).

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