Relation to Sample Selection Bias
Relation to Sample Selection Bias
This chapter compares the covariate shift approach with related formulations called sample selection bias. Studies of correcting sample selection bias were initiated by Heckman, who received the Nobel Prize in economics for this achievement in 2000. Heckman’s correction model is reviewed and its relation to covariate shift adaptation is discussed.
Keywords: covariate shift adaptation, sample selection model, Heckman, correction model
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