A Pivotal Method for Affine Variational Inequalities

We explain and justify a path-following algorithm for solving the equations ACx = a, where A is a linear transformation from Rn to Rn, C is a polyhedral convex subset of Rn, and AC is the associated normal map. When AC is coherently oriented, we are able to prove that the path following method terminates at the unique solution of ACx = a, which is a generalization of the well known fact that Lemke's method terminates at the unique solution of LCPq, M when M is a P = matrix. Otherwise, we identity two classes of matrices which are analogues of the class of copositive-plus and L-matrices in the study of the linear complementarity problem. We then prove that our algorithm processes ACx = a when A is the linear transformation associated with such matrices. That is, when applied to such a problem, the algorithm will find a solution unless the problem is infeasible in a well specified sense.

[1]  Dolf Talman,et al.  Linear Stationary Point Problems on Unbounded Polyhedra , 1993, Math. Oper. Res..

[2]  R. Tyrrell Rockafellar,et al.  Convex Analysis , 1970, Princeton Landmarks in Mathematics and Physics.

[3]  S. Karamardian Complementarity problems over cones with monotone and pseudomonotone maps , 1976 .

[4]  B. Eaves Computing stationary points , 1978 .

[5]  Gerard van der Laan,et al.  A Simplicial Algorithm for the Nonlinear Stationary Point Problem on an Unbounded Polyhedron , 1991, SIAM J. Optim..

[6]  Katta G. Murty,et al.  Linear complementarity, linear and nonlinear programming , 1988 .

[7]  B. Eaves Computing Stationary Points, Again. , 1978 .

[8]  Yoshitsugu Yamamoto,et al.  A PATH FOLLOWING ALGORITHM FOR STATIONARY POINT PROBLEMS , 1987 .

[9]  C. E. Lemke,et al.  Bimatrix Equilibrium Points and Mathematical Programming , 1965 .

[10]  Dolf Talman,et al.  A Simplicial Algorithm for Stationary Point Problems on Polytopes , 1989, Math. Oper. Res..

[11]  Richard W. Cottle,et al.  Linear Complementarity Problem. , 1992 .

[12]  Gene H. Golub,et al.  Matrix computations , 1983 .

[13]  Stephen M. Robinson,et al.  Normal Maps Induced by Linear Transformations , 1992, Math. Oper. Res..

[14]  Stephen M. Robinson,et al.  Nonsingularity and symmetry for linear normal maps , 1993, Math. Program..

[15]  Philip E. Gill,et al.  Practical optimization , 1981 .

[16]  B. Curtis Eaves,et al.  On the basic theorem of complementarity , 1971, Math. Program..

[17]  D. Ralph On branching numbers of normal manifolds , 1994 .

[18]  P. V. Remoortere Linear and combinatorial programming : K.G. Murty: 1976,J. Wiley, New York, 310 pp , 1979 .

[19]  James V. Burke,et al.  Exposing Constraints , 1994, SIAM J. Optim..