Ma. Nunez et Rm. Freund, CONDITION MEASURES AND PROPERTIES OF THE CENTRAL TRAJECTORY OF A LINEAR PROGRAM, Mathematical programming, 83(1), 1998, pp. 1-28
Citations number
32
Categorie Soggetti
Operatione Research & Management Science",Mathematics,"Computer Science Software Graphycs Programming","Operatione Research & Management Science",Mathematics,"Computer Science Software Graphycs Programming
Given a data instance d = (A, b, c) of a linear program, we show that
certain properties of solutions along the central trajectory of the li
near program are inherently related to the condition number C(d) of th
e data instance d = (A, b, c), where C(d) is a scale-invariant recipro
cal of a closely-related measure p(d) called the ''distance to ill-pos
edness'', (The distance to ill-posedness essentially measures how clos
e the data instance d = (A, b, c) is to being primal or dual infeasibl
e.) We present lower and upper bounds on sizes of optimal solutions al
ong the central trajectory, and on rates of change of solutions along
the central trajectory, as either the barrier parameter mu or the data
d = (A, b, c) of the linear program is changed. These bounds are all
linear or polynomial functions of certain natural parameters associate
d with the linear program, namely the condition number C(d), the dista
nce to ill-posedness p(d), the norm of the data parallel to d parallel
to, and the dimensions m and n. (C) 1998 The Mathematical Programming
Society, Inc. Published by Elsevier Science B.V.