197 citations · 243 across the 3 of their papers we have counts for
3 papers
cs.LG2018
Compressible Spectral Mixture Kernels with Sparse Dependency Structures for Gaussian Processes
Kai Chen, Yijue Dai, Feng Yin +2
Spectral mixture (SM) kernels comprise a powerful class of generalized kernels for Gaussian processes (GPs) to describe complex patterns. This paper introduces model compression an…
cs.LG2011★ 46 cited
The Augmented Complex Kernel LMS
Pantelis Bouboulis, Sergios Theodoridis, Michael Mavroforakis
Recently, a unified framework for adaptive kernel based signal processing of complex data was presented by the authors, which, besides offering techniques to map the input data to…
cs.LG2010★ 197 cited
Extension of Wirtinger's Calculus to Reproducing Kernel Hilbert Spaces and the Complex Kernel LMS
Pantelis Bouboulis, Sergios Theodoridis
Over the last decade, kernel methods for nonlinear processing have successfully been used in the machine learning community. The primary mathematical tool employed in these methods…