Abstract
This paper deals with Lipschitz continuity of the objective functions of two-stage stochastic program with fixed recourse w.r.t. the first stage variable x and the random vector ξ jointly. This is then used to study stability of the considered problem. Some results, expecially the Lipschitz continuity of the infimal functional in ξ, are stronger than early ones.
Preview
Unable to display preview. Download preview PDF.
References
H. Attouch and R. Wets, ”Approximation and convergence in nonlinear optimization“, in: O. L. Mangasarian, R. Meyer and S. Robinson, eds., Nonlinear Programming 4 (Academic Press, New York, 1981) pp. 367–394.
P. Kall, ”Approximations to stochastic programs with complete fixed recourse“, Numerische Mathematik 22 (1974) 333–339.
P. Kall, ”Computational method for solving two stage stochastic linear programming problems“, Zeitschrift für Angewandte Mathematik und Physik 30 (1979) 261–271.
P. Kall and D. Stoyan, ”Solving stochastic programming problems with recourse including error bounds“, Mathematische Operationsforschung und Statistik, ser. Optimization 13 (1982) 431–447.
R.T. Rockafellar, ”Lagrange multipliers and subdervatives of optimal value functions in nonlinear programming“, Mathematical Programming Study 17 (1982) 28–66.
D. Walkup and R. Wets, ”Stochastic program with recourse“, SIAM Applied Mathematics 15 (1967) 1299–1314.
R. Wets, ”Convergence of convex functions, variational inequalities, and convex optimization problems“, in: R. Cottle, F. Giannessi and J. Lions, eds (Wiley, New York, 1979) pp. 375–403.
R. Wets, ”Stochastic programming: Solution techniques and approximation schemes“, in: A. Bachem, M. Grötschel, B. Korte, eds., Mathematical programming, the state of the art (Springer-Verlag, Berlin, 1983), pp. 566–603.
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 1986 The Mathematical Programming Society, Inc.
About this chapter
Cite this chapter
Wang, J. (1986). Lipschitz continuity of objective functions in stochastic programs with fixed recourse and its applications. In: Prékopa, A., Wets, R.J.B. (eds) Stochastic Programming 84 Part I. Mathematical Programming Studies, vol 27. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0121118
Download citation
DOI: https://doi.org/10.1007/BFb0121118
Received:
Revised:
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-00924-2
Online ISBN: 978-3-642-00925-9
eBook Packages: Springer Book Archive