Efficient estimation of a density in a problem of tomography

Authors
Citation
L. Cavalier, Efficient estimation of a density in a problem of tomography, ANN STATIST, 28(2), 2000, pp. 630-647
Citations number
27
Categorie Soggetti
Mathematics
Journal title
ANNALS OF STATISTICS
ISSN journal
00905364 → ACNP
Volume
28
Issue
2
Year of publication
2000
Pages
630 - 647
Database
ISI
SICI code
0090-5364(200004)28:2<630:EEOADI>2.0.ZU;2-G
Abstract
The aim of tomography is to reconstruct a multidimensional function From ob servations of its integrals over hyperplanes. We consider the model that co rresponds to the case of positron emission tomography. We have n i.i.d. obs ervations from a probability density proportional to Rf, where Rf stands fo r the Radon transform of the density f. We assume that f is an N-dimensiona l density such that its Fourier transform is exponentially decreasing. We f ind an estimator of f which is asymptotically efficient; it achieves the op timal rate of convergence and also the best constant for the minimax risk.