2 papers
cs.LG2025
Low-rank MMSE filters, Kronecker-product representation, and regularization: a new perspective
Daniel Gomes de Pinho Zanco, Leszek Szczecinski, Jacob Benesty +1
In this work, we propose a method to efficiently find the regularization parameter for low-rank MMSE filters based on a Kronecker-product representation. We show that the regulariz…
cs.IR2025
A Unified Bayesian Perspective for Conventional and Robust Adaptive Filters
Leszek Szczecinski, Jacob Benesty, Eduardo Vinicius Kuhn
In this work, we present a new perspective on the origin and interpretation of adaptive filters. By applying Bayesian principles of recursive inference from the state-space model a…