Projection estimators of Pickands dependence functions
Identifieur interne : 001372 ( Main/Exploration ); précédent : 001371; suivant : 001373Projection estimators of Pickands dependence functions
Auteurs : Amélie Fils-Villetard [France] ; Armelle Guillou [France] ; Johan Segers [Belgique]Source :
- Canadian Journal of Statistics [ 0319-5724 ] ; 2008-09.
English descriptors
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Abstract
The authors consider the construction of intrinsic estimators for the Pickands dependence function of an extreme‐value copula. They show how an arbitrary initial estimator can be modified to satisfy the required shape constraints. Their solution consists in projecting this estimator in the space of Pickands functions, which forms a closed and convex subset of a Hilbert space. As the solution is not explicit, they replace this functional parameter space by a sieve of finite‐dimensional subsets. They establish the asymptotic distribution of the projection estimator and its finite‐dimensional approximations, from which they conclude that the projected estimator is at least as efficient as the initial one.
Url:
DOI: 10.1002/cjs.5550360303
Affiliations:
- Belgique, France
- Alsace (région administrative), Grand Est, Île-de-France
- Paris, Strasbourg
- Université de Strasbourg
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