English

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

Information Theory 2022-04-21 v3 math.IT

Abstract

The informational energy of Onicescu is a positive quantity that measures the amount of uncertainty of a random variable. But contrary to Shannon's entropy, the informational energy increases when randomness decreases. We report closed-form formula for Onicescu's informational energy and its associated correlation coefficient when the probability distributions belong to an exponential family. We show how to instantiate the generic formula for several common exponential families.

Keywords

Cite

@article{arxiv.2003.13199,
  title  = {A note on Onicescu's informational energy and correlation coefficient in exponential families},
  author = {Frank Nielsen},
  journal= {arXiv preprint arXiv:2003.13199},
  year   = {2022}
}

Comments

13 pages, 2 tables