no code implementations • 5 Feb 2024 • Benjamin Colburn, Luis G. Sanchez Giraldo, Kan Li, Jose C. Principe
We provide an extended functional Wiener equation, and present a solution to this equation in an explicit, finite dimensional, data-dependent RKHS.
no code implementations • 19 Dec 2023 • Benjamin Colburn, Jose C. Principe, Luis G. Sanchez Giraldo
Kernel Adaptive Filtering (KAF) are mathematically principled methods which search for a function in a Reproducing Kernel Hilbert Space.
no code implementations • 31 Dec 2022 • Benjamin Colburn, Luis G. Sanchez Giraldo, Jose C. Principe
Because of the lack of congruence between the Gaussian RKHS and the space of time series, we compare performance of two pre-imaging algorithms: a fixed-point optimization (FWFFP) that finds and approximate solution in the RKHS, and a local model implementation named FWFLM.
1 code implementation • 28 May 2019 • Scott H. Hawley, Benjamin Colburn, Stylianos I. Mimilakis
In this work we present a data-driven approach for predicting the behavior of (i. e., profiling) a given non-linear audio signal processing effect (henceforth "audio effect").