Covariate Shift Adaptation by Importance Weighted Cross Validation

Explore this paper's citation graph

Summary

This paper proposes a new method called importance weighted cross validation (IWCV), for which its unbiasedness even under the covariate shift is proved, and the IWCV procedure is the only one that can be applied for unbiased classification under covariates.

Type
article
Published
2007-12-01
Cited by
1,115
References
77

Keywords

Covariate, Set (abstract data type), Mathematics, Computer science, Statistics

References

Cited by

Related papers