Some properties of Rényi entropy over countably infinite alphabets

  • Authors:
  • M. Kovačević;I. Stanojević;V. Šenk

  • Affiliations:
  • Department of Electrical Engineering, Faculty of Technical Sciences, University of Novi Sad, Novi Sad, Serbia;Department of Electrical Engineering, Faculty of Technical Sciences, University of Novi Sad, Novi Sad, Serbia;Department of Electrical Engineering, Faculty of Technical Sciences, University of Novi Sad, Novi Sad, Serbia

  • Venue:
  • Problems of Information Transmission
  • Year:
  • 2013

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Abstract

We study certain properties of Rényi entropy functionals $$H_\alpha \left( \mathcal{P} \right)$$ on the space of probability distributions over 驴+. Primarily, continuity and convergence issues are addressed. Some properties are shown to be parallel to those known in the finite alphabet case, while others illustrate a quite different behavior of the Rényi entropy in the infinite case. In particular, it is shown that for any distribution $$\mathcal{P}$$ and any r 驴 [0,驴] there exists a sequence of distributions $$\mathcal{P}_n$$ converging to $$\mathcal{P}$$ with respect to the total variation distance and such that $$\mathop {\lim }\limits_{n \to \infty } \mathop {\lim }\limits_{\alpha \to 1 + } H_\alpha \left( {\mathcal{P}_n } \right) = \mathop {\lim }\limits_{\alpha \to 1 + } \mathop {\lim }\limits_{n \to \infty } H_\alpha \left( {\mathcal{P}_n } \right) + r$$ .