Optimization · 1987 · 22 citations · 6 references
Natural SciencesMathematicsDesign OptimizationOptimizationTopologyConstrained OptimizationContinuous OptimizationConvex OptimizationGlobal OptimizationNonlinear ProgrammingOptimization TheoryConstraint QualificationsExistence Of MinimizersGlobal StabilityGlobal Stability AnalysisLevel Set AnalysisLevel Set TopologyStability TheoremsStructural Stability
This paper is concerned with global stability properties for differentiate optimization problems of the type: We introduce a natural equivalence concept for optimization problems, In this equivalence each lower level set of one problem is mapped homeomorphically onto a corresponding lower level set of the other one. In case that 𝔓([fbar],ℏ,g) is equivalent with 𝔓(f,H,G) for all ([fbar],ℏ,g) in some neighborhood of (f. H. G) we call 𝔓(f, H, G) structurally stable; the topology used takes derivatives up to order two into account. Under the assumption that M[H, G] is compact we prove that structural stability of 𝔓(f,H,G) implies the following three conditions: C1. The Mangasarian-Fromovitz constraint qualification is satisfied at every point of M[H, G]. C2. Every Kuhn-Tucker point of 𝔓(f,H,G) is strongly stable in the sense of Kojima. C3. Different Kuhn-Tucker points have different (f-) val es. On the other hand, again in case M[H,G] is compact, we conjecture that the conditions CI, C2 and C3 imply structural stability.
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Schur complements and statistics
Diane Valérie Ouellette · Linear Algebra and its Applications · 1981 · 383 citations · Full text
On inertia and schur complement in optimization
Hubertus Th. Jongen, T. Möbert, Jan-J. Rückmann et al. · Linear Algebra and its Applications · 1987 · 59 citations