The convex simplex method

Citation
I. Zangwill, Willard, The convex simplex method, Management science , 14(3, Theory ), 1967, pp. 221-238
Journal title
ISSN journal
00251909
Volume
14
Issue
3, Theory
Year of publication
1967
Pages
221 - 238
Database
ACNP
SICI code
Abstract
This paper presents a method, called the convex simplex method, for minimizing a convex objective function subject to linear inequality constraints. The method is a true generalization of Dantzig's linear simplex method both in spirit and in the fact that the same tableau and variable selection techniques are used. With a linear objective function the convex simplex method reduces to the linear simplex method. Moreover, the convex simplex method actually behaves like the linear simplex method whenever it encounters a linear portion of a convex objective function. Many of the sophisticated techniques designed to enhance the efficiency of the linear simplex method are applicable to the convex simplex method. In particular, as an example, a network transportation problem with a convex objective function is solved by using the standard transportation tableau and by only slightly modifying the usual procedure for a linear objective function.