Kernel Partial Least Squares is Universally Consistent

Gilles Blanchard, Nicole Kraemer

We prove the statistical consistency of kernel Partial Least Squares Regression applied to a bounded regression learning problem on a reproducing kernel Hilbert space. Partial Leas…