Simulation from Wishart distributions with eigenvalue constraints

Citation
Pj. Everson et Cn. Morris, Simulation from Wishart distributions with eigenvalue constraints, J COMPU G S, 9(2), 2000, pp. 380-389
Citations number
8
Categorie Soggetti
Mathematics
Journal title
JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS
ISSN journal
10618600 → ACNP
Volume
9
Issue
2
Year of publication
2000
Pages
380 - 389
Database
ISI
SICI code
1061-8600(200006)9:2<380:SFWDWE>2.0.ZU;2-A
Abstract
This article provides an efficient algorithm for generating a random matrix according to a Wishart distribution, but with eigenvalues constrained to b e less than a given vector of positive values. The procedure of Odell and F eiveson provides a guide, but the modifications here ensure that the diagon al elements of a candidate matrix are less than the corresponding elements of the constraint vector, thus greatly improving the chances that the matri x will be acceptable. The Normal hierarchical model with vector outcomes an d the multivariate random effects model provide motivating applications.