The continuity of the optimum in parametric programming and applications to stochastic programming |
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Authors: | B. Bereanu |
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Affiliation: | (1) Center for Mathematical Statistics, Ministry of Education, Bucharest, Romania;(2) University of Bonn, Sonderforschungsbereich 72, Bonn, Germany |
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Abstract: | It is proved a sufficient condition that the optimal value of a linear program be a continuous function of the coefficients. The condition isessential, in the sense that, if it is not imposed, then examples with discontinuous optimal-value function may be found. It is shown that certain classes of linear programs important in applications satisfy this condition. Using the relation between parametric linear programming and the distribution problem in stochastic programming, a necessary and sufficient condition is given that such a program has optimal value. Stable stochastic linear programs are introduced, and a sufficient condition of such stability, important in computation problems, is established.This note is a slightly modified version of a paper presented at the Institute of Econometrics and Operations Research of the University of Bonn, Bonn, Germany, 1972.The author is grateful to G. B. Dantzig and S. Karamardian for useful comments on an earlier draft of this paper. In particular, S. Karamardian proposed modifications which made clearer the proof of Lemma 2.1. |
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Keywords: | Parametric programming stochastic linear programming distribution problem of stochastic programming stability of stochastic linear programs |
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