ASYMPTOTICAL MINIMAX RECOVERY OF SETS WITH SMOOTH BOUNDARIES

Citation
E. Mammen et Ab. Tsybakov, ASYMPTOTICAL MINIMAX RECOVERY OF SETS WITH SMOOTH BOUNDARIES, Annals of statistics, 23(2), 1995, pp. 502-524
Citations number
43
Categorie Soggetti
Statistic & Probability","Statistic & Probability
Journal title
ISSN journal
00905364
Volume
23
Issue
2
Year of publication
1995
Pages
502 - 524
Database
ISI
SICI code
0090-5364(1995)23:2<502:AMROSW>2.0.ZU;2-H
Abstract
In this paper optimal rates of convergence are derived for estimates o f sets in N-dimensional ''black and white'' pictures under smoothness conditions. It is assumed that the boundaries of the ''black'' regions have a smooth parameterisation, that is, that the boundaries are give n by smooth functions from the sphere S-N-1 into R(N). Furthermore, cl asses of convex regions are considered. Two models are studied: edge e stimation models motivated by image segmentation problems and density support estimation.