Characterization of the smoothness and curvature of a marginal function for a trust-region problem

Citation
Da. Andrews et Ln. Vicente, Characterization of the smoothness and curvature of a marginal function for a trust-region problem, MATH PROGR, 84(1), 1999, pp. 123-135
Citations number
10
Categorie Soggetti
Mathematics
Journal title
MATHEMATICAL PROGRAMMING
ISSN journal
00255610 → ACNP
Volume
84
Issue
1
Year of publication
1999
Pages
123 - 135
Database
ISI
SICI code
0025-5610(199901)84:1<123:COTSAC>2.0.ZU;2-8
Abstract
This paper studies the smoothness and curvature of a marginal function for a trust-region problem. In this problem, a quadratic function is minimized over an ellipsoid. The marginal function considered is obtained by perturbi ng the trust radius, i.e., by changing the size of the ellipsoidal constrai nt. The values of the marginal function and of its first and second derivat ives are explicitly calculated in all possible scenarios. A complete study of the smoothness and curvature of this marginal function is given. The mai n motivation for this work arises from an application in Statistics.