Tl. Magnanti et G. Perakis, THE ORTHOGONALITY THEOREM AND THE STRONG-F-MONOTONICITY CONDITION FORVARIATIONAL INEQUALITY ALGORITHMS, SIAM journal on optimization, 7(1), 1997, pp. 248-273
We introduce an approach, called the orthogonality theorem, for establ
ishing the convergence of several algorithms for solving variational i
nequalities. This theorem, as well as several basic convergence theore
ms from the literature, impose the condition of strong-f-monotonicity
on the problem function. We analyze and introduce some new results con
cerning this condition and provide a general overview of its propertie
s. For example, we show the relationship between strong-f-monotonicity
and convexity.