F. Facchinei et J. Soares, A NEW MERIT FUNCTION FOR NONLINEAR COMPLEMENTARITY-PROBLEMS AND A RELATED ALGORITHM, SIAM journal on optimization, 7(1), 1997, pp. 225-247
We investigate the properties of a new merit function which allows us
to reduce a nonlinear complementarity problem to an unconstrained glob
al minimization one. Assuming that the complementarity problem is defi
ned by a P-0-function, we prove that every stationary point of the unc
onstrained problem is a global solution; furthermore, if the complemen
tarity problem is defined by a uniform P-function, the level sets of t
he merit function are bounded. The properties of the new merit functio
n are compared with those of Mangasarian-Solodov's implicit Lagrangian
and Fukushima's regularized gap function. We also introduce a new sim
ple active-set local method for the solution of complementarity proble
ms and show how this local algorithm can be made globally convergent b
y using the new merit function.