Robust Non-linear Regression: A Greedy Approach Employing Kernels with Application to Image Denoising

George Papageorgiou, Pantelis Bouboulis, Sergios Theodoridis

We consider the task of robust non-linear regression in the presence of both inlier noise and outliers. Assuming that the unknown non-linear function belongs to a Reproducing Kerne…