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Local Houmllder exponent estimation for multivariate continuous time processes 

Author: D. Blanke a
Affiliation:   a Laboratorie de Statistique Theacuteorique et Appliqueeacute, Universiteacute Paris 6,
DOI: 10.1080/10485250310001622884
Publication Frequency: 8 issues per year
Published in: journal Journal of Nonparametric Statistics, Volume 16, Issue 1 & 2 February 2004 , pages 227 - 244
Number of References: 40
Formats available: PDF (English)
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Abstract

In continuous time, rates of convergence for nonparametric density estimators are related with sample paths regularity of the underlying process. In this paper, we propose and study two families of estimators for the local Houmllder exponent, γ, of multivariate continuous time processes. For observed sample paths over [0, Tn], Tn ↑ ∞, we use increment-based type estimators and give their almost sure rates of convergence for strongly mixing processes. It is shown that these rates may depend on an extra parameter, β, corresponding to second order regularity of the observed process. To avoid such a difficulty, a family of preliminary estimators of β is also given and studied.
Keywords: Houmllder exponent; Statistics of processes; Continuous time
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