169 citations · 818 across the 32 of their papers we have counts for
Showing 2016 · cs.LGShow all
2 papers · 2 filters
cs.LG2016
Efficient KLMS and KRLS Algorithms: A Random Fourier Feature Perspective
Pantelis Bouboulis, Spyridon Pougkakiotis, Sergios Theodoridis
We present a new framework for online Least Squares algorithms for nonlinear modeling in RKH spaces (RKHS). Instead of implicitly mapping the data to a RKHS (e.g., kernel trick), w…
cs.LG2016★ 16 cited
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…