Rdc. Monteiro et T. Tsuchiya, Polynomial convergence of primal-dual algorithms for the second-order coneprogram based on the MZ-family of directions, MATH PROGR, 88(1), 2000, pp. 61-83
In this paper we study primal-dual path-following algorithms for the second
-order cone programming (SOCP) based on a family of directions that is a na
tural extension of the Monteiro-Zhang (MZ) family for semidefinite programm
ing. We show that the polynomial iteration-complexity bounds of two well-kn
own algorithms for linear programming, namely the short-step path-following
algorithm of Kojima et al. and Monteiro and Adler, and the predictor-corre
ctor algorithm of Mizuno et al., carry over to the context of SOCP, that is
they have an O(root n log epsilon(-1)) iteration-complexity to reduce the
duality gap by a factor of epsilon, where n is the number of second-order c
ones. Since the MZ-type family studied in this paper includes an analogue o
f the Alizadeh, Haeberly and Overton pure Newton direction, we establish fo
r the first time the polynomial convergence of primal-dual algorithms for S
OCP based on this search direction.