Abstract
A condition number of mathematical programming problems is defined as a measure of the sensitivity of their global optimal solutions under general perturbations described by parameters acting on their data. A (pseudo-) distance among problems fulfilling prescribed bounds is defined via the corresponding augmented Kojima functions. A characterisation of well-conditioning is obtained. It is shown that the distance to ill-conditioning is bounded from above by a multiple of the reciprocal of the condition number. This upper bound extends to general perturbed problems known results dealing with canonical perturbations.
References
- M. Bianchi, G. Kassay, R. Pini: Conditioning for optimization problems under general perturbations, Nonlin. Analysis 75 (2013) 37–45.https://doi.org/10.1016/j.na.2011.07.061Google Scholar
- M. Bianchi, E. Miglierina, E. Molho, R. Pini: Some results on condition numbers in convex multiobjective optimization, Set-Valued Var. Analysis 21 (2013) 47–65.https://doi.org/10.1007/s11228-012-0207-2Google Scholar
- L. Blum, F. Cucker, M. Shub, S. Smale: Complexity and Real Computation, Springer, New York (1998).https://doi.org/10.1007/978-1-4612-0701-6Google Scholar
- P. Bürgisser, F. Cucker: Condition, Springer, Berlin (2013).https://doi.org/10.1007/978-3-642-38896-5Google Scholar
- M. J. Cánovas, A. Hantoute, M. A. López, J. Parra: Lipschitz modulus in convex semi-infinite optimization via d.c. functions, ESAIM: Control Optim. Calc. Var. 15 (2009) 763–781.https://doi.org/10.1051/cocv:2008052Google Scholar
- A. L. Dontchev, R. T. Rockafellar: Characterizations of Lipschitzian stability in nonlinear programming, Lecture Notes in Pure Appl. Math. 195, Dekker, New York (1998), 65-82.https://doi.org/10.1201/9781003072119-4Google Scholar
- A. L. Dontchev, R. T. Rockafellar: Implicit Functions and Solution Mappings, Springer, New York (2009).https://doi.org/10.1007/978-0-387-87821-8Google Scholar
- D. Klatte, B. Kummer: Nonsmooth Equations in Optimization, Kluwer, Dordrecht (2002).Google Scholar
- D. Klatte, B. Kummer: Aubin property and uniqueness of solutions in cone constrained optimization, Math. Oper. Res. 77 (2013) 291–304.https://doi.org/10.1007/s00186-013-0429-6Google Scholar
- A. B. Levy, R. A. Poliquin, R. T. Rockafellar: Stability of locally optimal solutions, SIAM J. Optim. 10 (2000) 580–604.https://doi.org/10.1137/S1052623498348274Google Scholar
- B. Mordukhovich: Complete characterization of openness, metric regularity and Lipschitzian properties of multifunctions, Trans. Amer. Math. Soc. 340 (1993) 1–35.https://doi.org/10.1090/S0002-9947-1993-1156300-4Google Scholar
- J. Renegar: Some perturbation theory for linear programming, Math. Programming 65 (1994) 73–91.https://doi.org/10.1007/BF01581690Google Scholar
- J. Renegar: Linear programming, complexity theory and elementary functional analysis, Math. Programming 70 (1995) 279–351.https://doi.org/10.1007/BF01585941Google Scholar
- R. T. Rockafellar: Lipschitzian stability in optimization: the role of nonsmooth analysis, Lecture Notes Econ. Math. Systems 255, Springer, Berlin (1985) 55–73.https://doi.org/10.1007/978-3-662-12603-5_6Google Scholar
- T. Zolezzi: On the distance theorem in quadratic optimization, J. Convex Analysis 9 (2002) 693–700.https://doi.org/10.68381/jca09040Google Scholar
- T. Zolezzi: Condition number theorems in optimization, SIAM J. Optim. 14 (2003) 507–516.https://doi.org/10.1137/S1052623402411885Google Scholar
- T. Zolezzi: Condition number theorems in linear-quadratic optimization, Numer. Funct. Anal. Optim. 32 (2011) 1381–1404.https://doi.org/10.1080/01630563.2011.594369Google Scholar
- T. Zolezzi: A condition number theorem in convex programming, Math. Programming, Ser. A 149 (2015) 195–207.https://doi.org/10.1007/s10107-014-0745-5Google Scholar
- T. Zolezzi: A condition number theorem in convex programming without uniqueness, J. Convex Analysis 23 (2016) 1247–1262.https://doi.org/10.68381/jca23047Google Scholar
- T. Zolezzi: On condition number theorems in mathematical programming, J. Optim. Theory Appl. 175 (2017) 597–623.https://doi.org/10.1007/s10957-017-1191-3Google Scholar
Suggested citation
Published by Heldermann Verlag, 2020. Rights now held by Banach Press LLC.
