Me. Primak et Db. Szyld, A PROJECTION CUTTING PLANE ALGORITHM FOR CONVEX-PROGRAMMING PROBLEMS, Applied mathematics and computation, 74(2-3), 1996, pp. 261-271
The solution of a convex programming problem of the form min{phi(0)(x)
/phi(j)(x, y) less than or equal to 0, j = 1,..., k} = min{phi(0)(x)\(
x, y) is an element of Omega subset of R(n) X R(m)} is considered. The
complexity of cutting plane methods for these problems depends on m n. In this paper, the problem is reformulated as min{phi(o)(x)/x is a
n element of omega}, where omega = proj(R)n Omega, and the complexity
depends only on n. How the cutting plane is found in the new formulati
on is discussed, together with a complexity analysis of this operation
. Finally, an example where the projection cutting plane algorithm is
more efficient than standard cutting plane methods is presented.