Webminkfk H s:t:f(x i) = y i;i= 1;2; ;n i.e. in this section, we want to introduce the risk bounds for classification and regression rules that interpolate. In recent work [4], authors tried interpolating schemes in the kernel setting. WebX(y)dythen Xis said to be continuous with probability density function (abbreviated p.d.f) f X. By the fundamental theorem of calculus the p.d.f of Xis obtained from the c.d.f of X by di erentiating, i.e., f X(x) = F0 X (x): On the other hand if X takes values in the set of integers, or more generally in
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