Abstract
In this paper, a general optimization problem is considered to investigate the conditions which ensure the existence of Lagrangian vectors with a norm not greater than a fixed positive number. In addition, the nonemptiness and boundedness of the multiplier sets together with their exact upper bounds is characterized. Moreover, three new constraint qualifications are suggested that each of them follows a degree of boundedness for multiplier vectors. Several examples at the end of the paper indicate that the upper bound for Lagrangian vectors is easily computable using each of our constraint qualifications. One innovation is introducing the so-called bounded Lagrangian constraint qualification which is stated based on the nonemptiness and boundedness of all possible Lagrangian sets. An application of the results for a mathematical program with equilibrium constraints is presented.
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References
Gauvin, J.: A necessary and sufficient regularity condition to have bounded multipliers in nonconvex programming. Math. Program. 12(1), 136–138 (1977)
Mangasarian, O., Fromovitz, S.: The Fritz–John necessary optimality conditions in presence of equality and inequality constraints. J. Math. Anal. Appl. 17, 37–47 (1967)
Zowe, J., Kurcyusz, S.: Regularity and stability for the mathematical programming problem in Banach spaces. Appl. Math. Optim. 5(1), 49–62 (1979)
Nguyen, V.H., Strodiot, J.J., Mifflin, R.: On conditions to have bounded multipliers in locally Lipschitz programming. Math. Program. 18(1), 100–106 (1980)
Pappalardo, M.: Error bounds for generalized Lagrange multipliers in locally Lipschitz programming. J. Optim. Theory Appl. 73(1), 205–210 (1992)
Jourani, A.: Constraint qualifications and Lagrange multipliers in nondifferentiable programming problems. J. Optim. Theory Appl. 81(3), 533–548 (1994)
Dutta, J., Lalitha, C.S.: Bounded sets of KKT multipliers in vector optimization. J. Global Optim. 36(3), 425–437 (2006)
Dutta, J., Pattanaik, S.R., Théra, M.: A note on an approximate Lagrange multiplier rule. Math. Program. 123(1), 161–171 (2010)
Aubin, J.P.: Lipschitz behavior of solutions to convex minimization problems. Math. Oper. Res. 9(1), 87–111 (1984)
Mordukhovich, B.S.: Coderivative analysis of variational systems. J. Global Optim. 28(3–4), 347–362 (2004)
Robinson, S.M., Lu, S.: Solution continuity in variational conditions. J. Global Optim. 40(1–3), 405–415 (2008)
Rockafellar, R.T., Wets, R.J.B.: Variational Analysis. Springer, Berlin (1997)
Graves, L.M.: Some mapping theorems. Duke Math. J. 17, 111–114 (1950)
Ljusternik, L.A.: On the conditional extrema of functionals. Math. Sb. 41(3), 390–401 (1934)
Artacho, F.J.A., Mordukhovich, B.S.: Enhanced metric regularity and Lipschitzian properties of variational systems. J. Global Optim. 50(1), 145–167 (2011)
Dontchev, A.L., Rockafellar, R.T.: Regularity and conditioning of solution mappings in variational analysis. Set Valued Anal. 12(1–2), 79–109 (2004)
Mordukhovich, B.S.: Variational Analysis and Generalized Differentiation I: Basic Theory. Springer, Berlin (2006)
Henrion, R., Outrata, J.: Calmness of constraint systems with applications. Math. Program. 104, 437–464 (2005)
Stegall, C.: The Radon–Nikodm property in conjugate Banach spaces. II. Trans. Am. Math. Soc. 264(2), 507–519 (1981)
Zheng, X.Y., Ng, K.F.: Metric subregularity and calmness for nonconvex generalized equations in Banach spaces. SIAM J. Optim. 20(5), 2119–2136 (2010)
Mordukhovich, B.S.: Variational Analysis and Generalized Differentiation, II: Applications. Springer, Berlin (2006)
Flegel, M.L., Kanzow, C., Outrata, J.V.: Optimality conditions for disjunctive programs with application to mathematical programs with equilibrium constraints. Set Valued Anal. 15(2), 139–162 (2007)
Mangasarian, O.L.: Misclassification minimization. J. Global Optim. 5(4), 309–323 (1994)
Jane, J.Y.: Necessary and sufficient optimality conditions for mathematical programs with equilibrium constraints. J. Math. Anal. Appl. 307(1), 350–369 (2005)
Mordukhovich, B.S.: Necessary and sufficient conditions for linear suboptimality in constrained optimization. J. Global Optim. 40(1–3), 225–244 (2008)
Movahedian, N.: Calmness of set-valued mappings between Asplund spaces and application to equilibrium problems. Set Valued Var. Anal. 20(3), 499–518 (2012)
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The author would like to thank the Banach Algebra Center of Excellence for Mathematics, University of Isfahan.
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Movahedian, N. Bounded Lagrange multiplier rules for general nonsmooth problems and application to mathematical programs with equilibrium constraints. J Glob Optim 67, 829–850 (2017). https://doi.org/10.1007/s10898-016-0442-4
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DOI: https://doi.org/10.1007/s10898-016-0442-4
Keywords
- Optimization problem
- Nonsmooth analysis
- Lagrange multipliers
- Lipschitz-like
- Calmness
- Constraint system
- Constraint qualification
- Metric regularity
- Metric subregularity
- Mathematical programs with equilibrium constraints