cyx cyx
1c71cd4032da425409d8ada8727bad42-Supplemental-Conference.pdf
We can see that the error for the first term is mainly due to the sample approximation. We therefore refer to the first term as the Variance. We refer to the second term as the Bias. Our proof of convergence of the bias adapts the proof in [31, Theorem 6] and [11], and utilizes the fact that CY|X is Hilbert-Schmidt to obtain a sharp rate. A.1 Bounding the Bias In this section, we establish the bound on the bias.