Computing Free Convolutions via Contour Integrals

05/02/2023
by   Alice Cortinovis, et al.
0

This work proposes algorithms for computing additive and multiplicative free convolutions of two given measures. We consider measures with compact support whose free convolution results in a measure with a density function that exhibits a square-root decay at the boundary (for example, the semicircle distribution or the Marchenko-Pastur distribution). A key ingredient of our method is rewriting the intermediate quantities of the free convolution using the Cauchy integral formula and then discretizing these integrals using the trapezoidal quadrature rule, which converges exponentially fast under suitable analyticity properties of the functions to be integrated.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
06/29/2018

Bounds on the Poincaré constant for convolution measures

We establish a Shearer-type inequality for the Poincaré constant, showin...
research
04/05/2017

Vico-Greengard-Ferrando quadratures in the tensor solver for integral equations

Convolution with Green's function of a differential operator appears in ...
research
09/12/2019

The Fast and Free Memory Method for the efficient computation of convolution kernels

We introduce the Fast Free Memory method (FFM), a new fast method for th...
research
05/05/2020

Compositionality of the MSO+U Logic

We prove that the MSO+U logic is compositional in the following sense: w...
research
02/23/2021

Fast Compensated Algorithms for the Reciprocal Square Root, the Reciprocal Hypotenuse, and Givens Rotations

The reciprocal square root is an important computation for which many ve...
research
03/08/2023

Advancing Direct Convolution using Convolution Slicing Optimization and ISA Extensions

Convolution is one of the most computationally intensive operations that...
research
11/01/2021

Free Probability, Newton lilypads and Jacobians of neural networks

Gradient descent during the learning process of a neural network can be ...

Please sign up or login with your details

Forgot password? Click here to reset