Sensitivity and stability analysis for nonlinear programming |
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Authors: | Anthony V. Fiacco Yo Ishizuka |
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Affiliation: | (1) School of Engineering and Applied Science, The George Washington University, 20052 Washington, DC, USA;(2) Sophia University, 102 Tokyo, Japan |
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Abstract: | We give a brief overview of important results in several areas of sensitivity and stability analysis for nonlinear programming, focusing initially on qualitative characterizations (e.g., continuity, differentiability and convexity) of the optimal value function. Subsequent results concern quantitative measures, in particular optimal value and solution point parameter derivative calculations, algorithmic approximations, and bounds. Our treatment is far from exhaustive and concentrates on results that hold for smooth well-structured problems.Research supported by National Science Foundation Grant ECS-86-19859 and Grant N00014-89-J-1537 Office of Naval Research. |
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