A closed-form formula for the Kullback-Leibler divergence between Cauchy distributions

05/27/2019
by   Frédéric Chyzak, et al.
0

We report a closed-form expression for the Kullback-Leibler divergence between Cauchy distributions which involves the calculation of a novel definite integral. The formula shows that the Kullback-Leibler divergence between Cauchy densities is always finite and symmetric.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
04/21/2021

A note on some information-theoretic divergences between Zeta distributions

In this short communication, we first report a closed-form formula for c...
research
03/23/2023

Kullback-Leibler divergence for the Fréchet extreme-value distribution

We derive a closed-form solution for the Kullback-Leibler divergence bet...
research
04/08/2019

On a generalization of the Jensen-Shannon divergence and the JS-symmetrization of distances relying on abstract means

The Jensen-Shannon divergence is a renown bounded symmetrization of the ...
research
03/30/2020

A note on Onicescu's informational energy and correlation coefficient in exponential families

The informational energy of Onicescu is a positive quantity that measure...
research
03/14/2019

On power chi expansions of f-divergences

We consider both finite and infinite power chi expansions of f-divergenc...
research
07/08/2022

Revisiting Chernoff Information with Likelihood Ratio Exponential Families

The Chernoff information between two probability measures is a statistic...
research
05/27/2022

Information geometry of the Tojo-Yoshino's exponential family on the Poincaré upper plane

We study the dually flat information geometry of the Tojo-Yoshino expone...

Please sign up or login with your details

Forgot password? Click here to reset