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Solution of Shannon's problem on the monotonicity of entropy
Author(s):
Shiri
Artstein;
Keith
M.
Ball;
Franck
Barthe;
Assaf
Naor
Journal:
J. Amer. Math. Soc.
17
(2004),
975-982.
MSC (2000):
Primary 94A17
Posted:
May 12, 2004
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Abstract:
It is shown that if are independent and identically distributed square-integrable random variables, then the entropy of the normalized sum
is an increasing function of . The result also has a version for non-identically distributed random variables or random vectors.
References:
-
- 1.
- D. Bakry and M. Emery.
Diffusions hypercontractives. In Séminaire de Probabilités XIX, number 1123 in Lect. Notes in Math., pages 179-206. Springer, 1985. MR 88j:60131 - 2.
- K. Ball, F. Barthe, and A. Naor.
Entropy jumps in the presence of a spectral gap. Duke Math. J., 119(1):41-63, 2003. - 3.
- A. R. Barron.
Entropy and the central limit theorem. Ann. Probab., 14:336-342, 1986. MR 87h:60048 - 4.
- E. A. Carlen and A. Soffer.
Entropy production by block variable summation and central limit theorems. Commun. Math. Phys., 140(2):339-371, 1991. MR 92m:60020 - 5.
- E. H. Lieb.
Proof of an entropy conjecture of Wehrl. Comm. Math. Phys., 62, no. 1:35-41, 1978. MR 80d:82032 - 6.
- C. E. Shannon and W. Weaver.
The mathematical theory of communication. University of Illinois Press, Urbana, IL, 1949. MR 11:258e - 7.
- A. J. Stam.
Some inequalities satisfied by the quantities of information of Fisher and Shannon. Info. Control, 2:101-112, 1959. MR 21:7813
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Additional Information:
Shiri
Artstein
Affiliation:
School of Mathematical Sciences, Tel Aviv University, Ramat Aviv, Tel Aviv 69978, Israel
Email:
artst@post.tau.ac.il
Keith
M.
Ball
Affiliation:
Department of Mathematics, University College London, Gower Street, London WC1 6BT, United Kingdom
Email:
kmb@math.ucl.ac.uk
Franck
Barthe
Affiliation:
Institut de Mathématiques, Laboratoire de Statistique et Probabilités, CNRS UMR C5583, Université Paul Sabatier, 31062 Toulouse Cedex 4, France
Email:
barthe@math.ups-tlse.fr
Assaf
Naor
Affiliation:
Theory Group, Microsoft Research, One Microsoft Way, Redmond, Washington 98052-6399
Email:
anaor@microsoft.com
DOI:
10.1090/S0894-0347-04-00459-X
PII:
S 0894-0347(04)00459-X
Keywords:
Entropy growth,
Fisher information,
central limit theorem
Received by editor(s):
September 4, 2003
Posted:
May 12, 2004
Additional Notes:
The first author was supported in part by the EU Grant HPMT-CT-2000-00037, The Minkowski Center for Geometry and the Israel Science Foundation
The second author was supported in part by NSF Grant DMS-9796221
The third author was supported in part by EPSRC Grant GR/R37210
The last author was supported in part by the BSF, Clore Foundation and EU Grant HPMT-CT-2000-00037
Copyright of article:
Copyright
2004,
American Mathematical Society
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