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The Effective Sample Size
Years ago I wrote about correcting covariate shift by reweighting your data. Your features come from the wrong distribution \(q\), you care about a target \(p\), so you weight every observation by \(\beta_i = p(x_i)/q(x_i)\) and your estimates are unbiased again.
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