COMPLEXITY ESTIMATES OF SOME CUTTING PLANE METHODS BASED ON THE ANALYTIC BARRIER

Authors
Citation
Y. Nesterov, COMPLEXITY ESTIMATES OF SOME CUTTING PLANE METHODS BASED ON THE ANALYTIC BARRIER, Mathematical programming, 69(1), 1995, pp. 149-176
Citations number
17
Categorie Soggetti
Operatione Research & Management Science",Mathematics,"Operatione Research & Management Science",Mathematics,"Computer Science Software Graphycs Programming
Journal title
ISSN journal
00255610
Volume
69
Issue
1
Year of publication
1995
Pages
149 - 176
Database
ISI
SICI code
0025-5610(1995)69:1<149:CEOSCP>2.0.ZU;2-6
Abstract
In this paper we establish the efficiency estimates for two cutting pl ane methods based on the analytic barrier, We prove that the rate of c onvergence of the second method is optimal uniformly in the number of variables, We present a modification of the second method. In this mod ified version each test point satisfies an approximate centering condi tion. We also use the standard strategy for updating approximate Hessi ans of the logarithmic barrier function. We prove that the rate of con vergence of the modified scheme remains optimal and demonstrate that t he number of Newton steps in the auxiliary minimization processes is b ounded by an absolute constant. We also show that the approximate Hess ian strategy significantly improves the total arithmetical complexity of the method.