Geodesic
Empirical Phi-discrepancies and quasi-empirical likelihood: exponential bounds
Patrice Bertail1 ; Emmanuelle Gautherat2 ; Hugo Harari-Kermadec3
1MODAL’X, Université Paris-Ouest-Nanterre-La Défense
2CREST-LS et Laboratoire REGARDS, Université de Reims Champagne Ardennes
3Ecole Normale Supérieure de Cachan
ESAIM. Proceedings, Tome 51 (2015), pp. 212-231
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We review some recent extensions of the so-called generalized empirical likelihood method, when the Kullback distance is replaced by some general convex divergence. We propose to use, instead of empirical likelihood, some regularized form or quasi-empirical likelihood method, corresponding to a convex combination of Kullback and χ2 discrepancies. We show that for some adequate choice of the weight in this combination, the corresponding quasi-empirical likelihood is Bartlett-correctable. We also establish some non-asymptotic exponential bounds for the confidence regions obtained by using this method. These bounds are derived via bounds for self-normalized sums in the multivariate case obtained in a previous work by the authors. We also show that this kind of results may be extended to process valued infinite dimensional parameters. In this case some known results about self-normalized processes may be used to control the behavior of generalized empirical likelihood.
DOI : 10.1051/proc/201551012

Patrice Bertail  1   ; Emmanuelle Gautherat  2   ; Hugo Harari-Kermadec  3

1 MODAL’X, Université Paris-Ouest-Nanterre-La Défense
2 CREST-LS et Laboratoire REGARDS, Université de Reims Champagne Ardennes
3 Ecole Normale Supérieure de Cachan 
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     author = {Patrice Bertail and Emmanuelle Gautherat and Hugo Harari-Kermadec},
     title = {Empirical {Phi-discrepancies} and quasi-empirical likelihood: exponential bounds},
     journal = {ESAIM. Proceedings},
     pages = {212--231},
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     volume = {51},
     doi = {10.1051/proc/201551012},
     language = {en},
     url = {http://geodesic.mathdoc.fr/articles/10.1051/proc/201551012/}
}
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Patrice Bertail; Emmanuelle Gautherat; Hugo Harari-Kermadec. Empirical Phi-discrepancies and quasi-empirical likelihood: exponential bounds. ESAIM. Proceedings, Tome 51 (2015), pp. 212-231. doi: 10.1051/proc/201551012

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