27 citations · 64 across the 17 of their papers we have counts for
Showing cs.LGShow all
2 papers · 1 filter
cs.LG2023
Strong Duality Relations in Nonconvex Risk-Constrained Learning
Dionysis Kalogerias, Spyridon Pougkakiotis
We establish strong duality relations for functional two-step compositional risk-constrained learning problems with multiple nonconvex loss functions and/or learning constraints, r…
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…