Continuity of Generalized Gradients and Multipliers Under Perturbations

Published Online:https://doi.org/10.1287/moor.10.4.664

We prove that the multiplier rule, given by Clarke for mathematical programming problems with locally Lipschitz data, is stable under epi-convergent data perturbations in the finite-dimensional case for global solutions. This stability result is derived from a continuity theorem for generalized gradients extending the classical formula lim ∇fn = ∇(lim fn).

Continuous dependence theorems for multipliers in the Fritz-John form proved in this paper extend stability results of Gauvin, Robinson and others for nonlinear programming problems with smooth data.

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