Constructions of random distributions via sequential barycenters

Citation
T. Hill et M. Monticino, Constructions of random distributions via sequential barycenters, ANN STATIST, 26(4), 1998, pp. 1242-1253
Citations number
15
Categorie Soggetti
Mathematics
Journal title
ANNALS OF STATISTICS
ISSN journal
00905364 → ACNP
Volume
26
Issue
4
Year of publication
1998
Pages
1242 - 1253
Database
ISI
SICI code
0090-5364(199808)26:4<1242:CORDVS>2.0.ZU;2-3
Abstract
This article introduces and develops a constructive method for generating r andom probability measures with a prescribed mean or distribution of the me ans. The method involves sequentially generating an array of barycenters wh ich uniquely defines a probability measure. Basic properties of the generat ed measures are presented, including conditions under which almost all the generated measures are continuous or almost all are purely discrete or almo st all have finite support. Applications are given to models for average-op timal control problems and to experimental approximation of universal const ants.