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Integration by parts and representation of information functionals
Nourdin, Ivan; Peccati, Giovanni; Swan, Yvik
2014In IEEE International Symposium on Information Theory Proceedings, p. 2217-2221
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Keywords :
Score function; Stein matrix; Fisher information
Abstract :
[en] We introduce a new formalism for computing expectations of functionals of arbitrary random vectors, by using generalised integration by parts formulae. In doing so we extend recent representation formulae for the score function introduced in \cite{nourdin2013entropy} and also provide a new proof of a central identity first discovered in \cite{guo2005mutual}. We derive a representation for the standardised Fisher information of sums of i.i.d. random vectors which {we} use to provide rates of convergence in information theoretic central limit theorems (both in Fisher information distance and in relative entropy) {and a Stein bound for Fisher information distance.}
Disciplines :
Mathematics
Author, co-author :
Nourdin, Ivan
Peccati, Giovanni
Swan, Yvik ;  Université de Liège > Département de mathématique > Probabilités et statistique mathématique
Language :
English
Title :
Integration by parts and representation of information functionals
Publication date :
2014
Event name :
IEEE International symposium on Information Theory
Event place :
United States - Hawaii
Event date :
July 2014
Audience :
International
Journal title :
IEEE International Symposium on Information Theory Proceedings
ISSN :
2157-8095
eISSN :
2157-8117
Publisher :
IEEE, New York, United States - New York
Pages :
2217-2221
Peer reviewed :
Peer reviewed
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