40 citations · 98 across the 6 of their papers we have counts for
Showing stat.MLShow all
2 papers · 1 filter
stat.ML2016
On the Relationship between Online Gaussian Process Regression and Kernel Least Mean Squares Algorithms
Steven Van Vaerenbergh, Jesus Fernandez-Bes, Víctor Elvira
We study the relationship between online Gaussian process (GP) regression and kernel least mean squares (KLMS) algorithms. While the latter have no capacity of storing the entire p…
stat.ML2015★ 33 cited
A Probabilistic Least-Mean-Squares Filter
Jesus Fernandez-Bes, Víctor Elvira, Steven Van Vaerenbergh
We introduce a probabilistic approach to the LMS filter. By means of an efficient approximation, this approach provides an adaptable step-size LMS algorithm together with a measure…