Search Results for author: Benjamin Colburn

Found 4 papers, 1 papers with code

An Analytic Solution for Kernel Adaptive Filtering

no code implementations5 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.

An Alternate View on Optimal Filtering in an RKHS

no code implementations19 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.

Time Series Time Series Prediction

The Functional Wiener Filter

no code implementations31 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.

Time Series Time Series Analysis

SignalTrain: Profiling Audio Compressors with Deep Neural Networks

1 code implementation28 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").

Audio Effects Modeling

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