A Gradient Inequality for a Class of Nondifferentiable Functions

A well known gradient inequality for differentiable convex minimands and their minima over convex sets is discussed. An analogous type of result is obtained for the class of non-differentiable convex functions of the form fx = atx + xtCx1/2 over convex polyhedral sets K = {x∣Ax ≤ b} in Euclidean n-space.

[1]  E. Eisenberg Supports of a convex function , 1962 .

[2]  W W Cooper,et al.  THE STRONG MINKOWSKI FARKAS-WEYL THEOREM FOR VECTOR SPACES OVER ORDERED FIELDS. , 1958, Proceedings of the National Academy of Sciences of the United States of America.

[3]  Samuel Karlin,et al.  Mathematical Methods and Theory in Games, Programming, and Economics , 1961 .

[4]  George B. Dantzig,et al.  Linear programming and extensions , 1965 .

[5]  Edmund Eisenberg,et al.  A NOTE ON SEMIDEFINITE MATRICES , 1961 .

[6]  K Fan,et al.  Minimax Theorems. , 1953, Proceedings of the National Academy of Sciences of the United States of America.

[7]  Richard Bellman,et al.  Introduction to Matrix Analysis , 1972 .

[8]  Philip Wolfe,et al.  An algorithm for quadratic programming , 1956 .