Abstract
We consider the Student-t and Student-r distributions, which maximise Rényi entropy under a covariance condition. We show that they have information-theoretic properties which mirror those of the Gaussian distributions, which maximise Shannon entropy under the same condition. We introduce a convolution which preserves the Rényi maximising family, and show that the Rényi maximisers are the case of equality in a version of the Entropy Power Inequality. Further, we show that the Rényi maximisers satisfy a version of the heat equation, motivating the definition of a generalised Fisher information.
Translated title of the contribution | Some results concerning maximum Renyi entropy distributions |
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Original language | English |
Pages (from-to) | 339 - 351 |
Number of pages | 13 |
Journal | Annales de l'Institut Henri Poincaré (B) Probabilités et Statistiques |
Volume | 43 |
DOIs | |
Publication status | Published - 2007 |