Efficient estimation for a subclass of shape invariant models

Authors
Citation
Vimond, Myriam, Efficient estimation for a subclass of shape invariant models, Annals of statistics , 38(3), 2010, pp. 1885-1912
Journal title
ISSN journal
00905364
Volume
38
Issue
3
Year of publication
2010
Pages
1885 - 1912
Database
ACNP
SICI code
Abstract
In this paper, we observe a fixed number of unknown 2.-periodic functions differing from each other by both phases and amplitude. This semiparametric model appears in literature under the name .shape invariant model.. While the common shape is unknown, we introduce an asymptotically efficient estimator of the finite-dimensional parameter (phases and amplitude) using the profile likelihood and the Fourier basis. Moreover, this estimation method leads to a consistent and asymptotically linear estimator for the common shape.