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Error bounds for solutions of linear equations and inequalities. (English) Zbl 0823.65055

The authors propose a method for computing a special form of Hoffmann constants \(\lambda_{\alpha \beta}: \text{dist}_ \beta (x, M(b,d)) \leq \lambda_{\alpha \beta} \left \| \begin{smallmatrix} (Ax - b)_ +\\ (Cx - d)\end{smallmatrix} \right \|_ \alpha\) \(\forall x \in \mathbb{R}^ n\), \(\forall (b, d) \in \text{dom }M\), where \(M(b,d) := \{x \in \mathbb{R}^ n/Ax \leq b,\;Cx = d\}\), \((b,d) \in \mathbb{R}^ m \times \mathbb{R}^ k\), \(\| \cdot \|_ \alpha\) and \(\| \cdot \|_ \beta\) are arbitrary norms in \(\mathbb{R}^{k + m}\) and \(\mathbb{R}^ n\) respectively, \(\text{dist}_ \beta (x,Z) := \inf_{z \in Z} \| x - z\|_ \beta\).
The results are used in the analysis of Lipschitz continuity for the solution of parametric quadratic programs.

MSC:

65K05 Numerical mathematical programming methods
90C20 Quadratic programming
90C05 Linear programming
90C31 Sensitivity, stability, parametric optimization
Full Text: DOI

References:

[1] Al-Sultan KS, Murty KG (1992) Exterior point algorithms for nearest points and convex quadratic programs. Math Programming 57:145-161 · Zbl 0787.90066 · doi:10.1007/BF01581078
[2] Beer K, Käschel J (1979) Column generation in quadratic programming. Math Operationsforsch Stat, Series Optimization 10:179-184 · Zbl 0424.90053
[3] Bergthaller C, Singer I (1992) The distance to a polyhedron. Linear Algebra Appl 169:111-129 · Zbl 0759.15008 · doi:10.1016/0024-3795(92)90174-9
[4] Cook W, Gerards MH, Schrijver A, Tardos E (1986) Sensitivity theorems in integer linear programming. Math Programming 34:251-264 · Zbl 0648.90055 · doi:10.1007/BF01582230
[5] Eaves BC (1971) On quadratic programming. Management Sci 17:698-711 · Zbl 0242.90040 · doi:10.1287/mnsc.17.11.698
[6] Fujishige S, Zhan P (1990) A dual algorithm for finding the minimum-norm point in a polytope. J Oper Res Soc Japan 33:188-195 · Zbl 0712.90055
[7] Guddat J (1976) Stability in convex quadratic programming. Math Operationsforsch Stat 7:223-245 · Zbl 0352.90045
[8] Hoffman AJ (1952) On approximate solutions of systems of linear inequalities. J Res Nat Bur Standards 49:263-265
[9] Jongen HT, Klatte D, Tammer K (1990) Implicit functions and sensitivity of stationary points. Math Programming 49:123-138 · Zbl 0715.65034 · doi:10.1007/BF01588782
[10] Kall P (1976) Stochastic linear programming. Springer Berlin Heidelberg New York · Zbl 0317.90042
[11] Klatte D (1983) Eine Bemerkung zur parametrischen quadratischen Optimierung. Seminarbericht 50:174-185. Sektion Mathematik Humboldt-Universität Berlin · Zbl 0526.90082
[12] Klatte D (1984) Beiträge zur Stabilitätsanalyse nichtlinearer Optimierungsprobleme. Dissertation B (Habilitationsschrift), Sektion Mathematik Humboldt-Universität Berlin
[13] Klatte D (1985) On the Lipschitz behavior of optimal solutions in parametric problems of quadratic optimization and linear complementarity. Optimization 16:819-831 · Zbl 0594.90081 · doi:10.1080/02331938508843080
[14] Klatte D (1987) Lipschitz continuity of infima and optimal solutions in parametric optimization: The polyhedral case. In: Guddat J, Jongen HT, Kummer B, No?i?ka F (eds) Parametric Optimization and Related Topics 229-248. Akademie-Verlag Berlin
[15] Klatte D, Kummer B (1985) Stability properties of infima and optimal solutions of parametric optimization problems. In: Demyanov V, Pallaschke D (eds) Nondifferentiable Optimization: Motivations and Applications 215-229. Springer Berlin · Zbl 0598.90083
[16] Klatte D, Thiere G (1988) Über Fehlerschranken für lineare Ungleichungssysteme. Wissenschaftliche Zeitschrift der PH Halle-Köthen XXVI 8:13-17
[17] Klatte D, Thiere G (1994) A note on Lipschitz constants for solutions of linear inequalities and equations. Manuscript Institut für Operations Research Universität Zürich
[18] Kleinmann P (1978) Quantitative Sensitivitätsanalyse bei parametrischen Optimierungsaufgaben. Seminarbericht Nr. 9 Sektion Mathematik Humboldt-Universität Berlin · Zbl 0407.90080
[19] Künzi HP, Krelle W (1962) Nichtlineare Programmierung. Springer Berlin Göttingen Heidelberg · Zbl 0102.15502
[20] Li W (1993) The sharp Lipschitz constants for feasible and optimal solutions of a perturbed linear program. Linear Algebra Appl 187:15-40 · Zbl 0809.65057 · doi:10.1016/0024-3795(93)90125-8
[21] Li W (1994) Sharp Lipschitz constants for basic optimal solutions and basic feasible solutions of linear programs. SIAM J Control Optim. 32:140-153 · Zbl 0792.90080 · doi:10.1137/S036301299222723X
[22] Luo ZQ, Tseng P (1991) Perturbation analysis of a condition number of linear systems. Manuscript Dept of Mathematics Univ of Washington Seattle, Washington USA
[23] Mangasarian OL (1981) A condition number of linear inequalities and equalities. Methods of Oper Res 43:3-15 · Zbl 0505.90042
[24] Mangasarian OL (1981a) A stable theorem of the alternative: An extension of the Gordan theorem. Linear Algebra and Appl 41:209-223 · Zbl 0488.90044 · doi:10.1016/0024-3795(81)90100-2
[25] Mangasarian OL (1990) Error bounds for nondegenerate monotone linear complementarity problems. Math Programming 48:437-445 · Zbl 0716.90094 · doi:10.1007/BF01582267
[26] Mangasarian OL, Shiau TH (1986) Error bounds for monotone linear complementarity problems. Math Programming 36:81-89 · Zbl 0613.90095 · doi:10.1007/BF02591991
[27] Mangasarian OL, Shiau TH (1987) Lipschitz continuity of solutions of linear inequalities, programs and complementarity problems. SIAM J Control Optim 25:583-595 · Zbl 0613.90066 · doi:10.1137/0325033
[28] Murty KG, Fathi Y (1982) A critical index algorithm for the nearest point problem on simplicial cones. Math Programming 23:206-215 · Zbl 0479.90077 · doi:10.1007/BF01583789
[29] No?i?ka F, Guddat J, Hollatz H (1972) Theorie der linearen Optimierung. Akademie-Verlag Berlin · Zbl 0246.90024
[30] Robinson SM (1973) Bounds for error in the solution set of a perturbed linear program. Linear Algebra Appl 6: 69-81 · Zbl 0283.90028 · doi:10.1016/0024-3795(73)90007-4
[31] Robinson SM (1981) Some continuity properties of polyhedral multifunctions. Math Programming Study 14:206-214 · Zbl 0449.90090
[32] Schwartz B, Käschel J (1981) Verfahren der zulässigen Richtungen für Optimierungsaufgaben mit nichtdifferenzierbaren Funktionen und Dekomposition. Wiss Schriftenreihe TH Karl-Marx-Stadt Nr 11
[33] Sekitani K, Yamamoto Y (1993) A recursive algorithm for finding the minimum norm point in a polytope and a pair of closest points in two polytopes. Math Programming 61:233-249 · Zbl 0791.90046 · doi:10.1007/BF01582149
[34] Stoer J, Witzgall C (1970) Convexity and Optimization in Finite Dimensions I. Springer Berlin · Zbl 0203.52203
[35] Thiere G (1989) Untersuchungen zum Vergleich und zur Berechnung von Fehlerschranken für lineare Ungleichungssysteme. Dissertation A (PhD Thesis) Pädagogische Hochschule Halle-Köthen · Zbl 0729.65045
[36] Walkup D, Wets RJ-B (1969) A Lipschitzian characterization of convex polyhedra. Proceed Amer Math Soc 23:167-173 · Zbl 0182.25003 · doi:10.1090/S0002-9939-1969-0246200-8
[37] Wolfe P (1976) Finding the nearest point in a polytope. Math Programming 2:126-149 · Zbl 0352.90046
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