Analytical Bias Correction (ABC) reduces the O(1/n) bias in minibatch centroid estimates for drifting models to O(1/n^2) while adding no first-order variance and preserving convex-hull containment.
Equivalently, when D= 1 , the scalar ratio Eτ[w2(y−T ∗)] (Eτ[w])2 ∂τ T ∗(x;τ) must be the same constant for everyx
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Analytical Correction for Subsampling Bias in Drifting Models
Analytical Bias Correction (ABC) reduces the O(1/n) bias in minibatch centroid estimates for drifting models to O(1/n^2) while adding no first-order variance and preserving convex-hull containment.