Lipschitz Continuity of Solutions of Linear Inequalities, Programs and Complementarity Problems 论文
1987SIAM Journal on Control and Optimization引用 230
Advanced Optimization Algorithms ResearchMatrix Theory and AlgorithmsOptimization and Variational Analysis
摘要
It is shown that solutions of linear inequalities, linear programs and certain linear complementarity problems (e.g. those with P-matrices or Z-matrices but not semidefinite matrices) are Lipschitz continuous with respect to changes in the right-hand side data of the problem. Solutions of linear programs are not Lipschitz continuous with respect to the coefficients of the objective function. The Lipschitz constant given here is a generalization of the role played by the norm of the inverse of a nonsingular matrix in bounding the perturbation of the solution of a system of equations in terms of a right-hand side perturbation.