Locally Based Kernel PLS Regression De-noising with Application to Event-Related Potentials

The close relation of signal de-noising and regression problems dealing with the estimation of functions reflecting dependency between a set of inputs and dependent outputs corrupted with some level of noise have been employed in our approach.