On the Quantitative Solution Stability of Parameterized Set-Valued Inclusions

The subject of the present paper are stability properties of the solution set to set-valued inclusions. The latter are problems emerging in robust optimization and mathematical economics, which can not be cast in traditional generalized equations. The analysis here reported focuses on several quanti...

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Published inSet-valued and variational analysis Vol. 29; no. 2; pp. 425 - 451
Main Author Uderzo, A.
Format Journal Article
LanguageEnglish
Published Dordrecht Springer Netherlands 01.06.2021
Springer Nature B.V
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ISSN1877-0533
1877-0541
1877-0541
DOI10.1007/s11228-020-00571-z

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Abstract The subject of the present paper are stability properties of the solution set to set-valued inclusions. The latter are problems emerging in robust optimization and mathematical economics, which can not be cast in traditional generalized equations. The analysis here reported focuses on several quantitative forms of semicontinuity for set-valued mappings, widely investigated in variational analysis, which include, among others, calmness. Sufficient conditions for the occurrence of these properties in the case of the solution mapping to a parameterized set-valued inclusion are established. Consequences on the calmness of the optimal value function, in the context of parametric optimization, are explored. Some specific tools for the analysis of the sufficient conditions, in the case of set-valued inclusion with concave multifunction term, are provided in a Banach space setting.
AbstractList The subject of the present paper are stability properties of the solution set to set-valued inclusions. The latter are problems emerging in robust optimization and mathematical economics, which can not be cast in traditional generalized equations. The analysis here reported focuses on several quantitative forms of semicontinuity for set-valued mappings, widely investigated in variational analysis, which include, among others, calmness. Sufficient conditions for the occurrence of these properties in the case of the solution mapping to a parameterized set-valued inclusion are established. Consequences on the calmness of the optimal value function, in the context of parametric optimization, are explored. Some specific tools for the analysis of the sufficient conditions, in the case of set-valued inclusion with concave multifunction term, are provided in a Banach space setting.
Author Uderzo, A.
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10.1007/BF02614322
10.1007/978-3-319-64277-2
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10.1080/02331934.2014.938074
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10.1090/S0002-9947-1981-0613784-7
10.1007/978-1-4612-1394-9
10.1007/BFb0120850
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Issue 2
Keywords Optimal value function
Parametric optimization
Secondary: 49J52, 90C31, 90C48
Primary: 49J53
Set-valued inclusion
Solution mapping
Lipschitz semicontinuity
Calmness
Language English
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PublicationSubtitle Theory and Applications
PublicationTitle Set-valued and variational analysis
PublicationTitleAbbrev Set-Valued Var. Anal
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Springer Nature B.V
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RobinsonSMAn application of error bounds for convex programming in a linear spaceSIAM J. Control19751327127338567110.1137/0313015
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PenotJ-PCalmness and stability properties of marginal and performance functionsNumer. Funct. Anal. Optim.2004253–428730820720701081.49015
AliprantisCDBorderKCInfinite Dimensional Analysis. A Hitchhiker’S Guide2006BerlinSpringer1156.46001
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UderzoAOn Lipschitz semicontinuity properties of variational systems with application to parametric optimizationJ. Optim. Theory Appl.201416214778322851510.1007/s10957-013-0455-9
UderzoASolution analysis for a class of set-inclusive generalized equations: a convex analysis approachPure Appl. Funct. Anal.202053769790415860307326961
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De GiorgiEMarinoATosquesMProblems of evolution in metric spaces and maximal decreasing curvesAtti Accad. Naz. Lincei Rend. Cl. Sci. Fis. Mat. Natur. (8)19806831801876368140465.47041[in Italian]
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UderzoAAn implicit multifunction theorem for the hemiregularity of mappings with application to constrained optimizationPure Appl. Funct. Anal.201832371391380047607300546
UderzoAOn some generalized equations with metrically C-increasing mappings: solvability and error bounds with applications to optimizationOptimization201968227253390216410.1080/02331934.2018.1553972
KrugerAYNgaiHVThéraMStability of error bounds for convex constraint systems in Banach spacesSIAM J. Optim.201020632803296273595410.1137/100782206
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A Uderzo (571_CR33) 2018; 3
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– reference: UderzoAAn implicit multifunction theorem for the hemiregularity of mappings with application to constrained optimizationPure Appl. Funct. Anal.201832371391380047607300546
– reference: FabianMJHenrionRKrugerAYOutrataJError bounds: necessary and sufficient conditionsSet-Valued Var. Anal.2010182121149264524610.1007/s11228-010-0133-0
– reference: CibulkaRFabianMKrugerAYOn semiregularity of mappingsJ. Math. Anal. Appl.20194732811836391285310.1016/j.jmaa.2018.12.071
– reference: DontchevALRockafellarRTImplicit Functions and Solution Mappings. A View from Variational Analysis20142nd edn.New YorkSpringer1337.26003
– reference: KrugerAYNgaiHVThéraMStability of error bounds for convex constraint systems in Banach spacesSIAM J. Optim.201020632803296273595410.1137/100782206
– reference: RobinsonSMGeneralized equations and their solutions. I. Basic theory. Point-to-set maps and mathematical programmingMath. Programming Stud.19791012814110.1007/BFb0120850
– reference: HoffmanAJOn approximate solutions of systems of linear inequalitiesJ. Research Nat. Bur. Standards1952492632655127510.6028/jres.049.027
– reference: UderzoASolution analysis for a class of set-inclusive generalized equations: a convex analysis approachPure Appl. Funct. Anal.202053769790415860307326961
– reference: IoffeADNonsmooth analysis: differential calculus of nondifferentiable mappingsTrans. Amer. Math. Soc.1981266115661378410.1090/S0002-9947-1981-0613784-7
– reference: RockafellarRTWetsRJ-BVariational Analysis1998BerlinSpringer10.1007/978-3-642-02431-3
– reference: MordukhovichBSVariational Analysis and Generalized Differentiation. I. Basic Theory2006BerlinSpringer10.1007/3-540-31246-3
– reference: AzéDCorvellecJ-NCharacterizations of error bounds for lower semicontinuous functions on metric spacesESAIM Control Optim. Calc. Var.2004103409425208433010.1051/cocv:2004013
– reference: BonnansJFShapiroAPerturbation Analysis of Optimization Problems2000New YorkSpringer10.1007/978-1-4612-1394-9
– reference: KrugerAYAbout stationarity and regularity in variational analysisTaiwanese J. Math.2009136A17371785258373910.11650/twjm/1500405612
– reference: KrugerAYError bounds and metric subregularityOptimization20156414979329354010.1080/02331934.2014.938074
– reference: IoffeADVariational Analysis of Regular Mappings. Theory and Applications2017ChamSpringer10.1007/978-3-319-64277-2
– reference: PenotJ-PCalmness and stability properties of marginal and performance functionsNumer. Funct. Anal. Optim.2004253–428730820720701081.49015
– reference: WuZYeJJOn error bounds for lower semicontinuous functionsMath. Program.2002922, Ser. A301314190126310.1007/s101070100278
– reference: De GiorgiEMarinoATosquesMProblems of evolution in metric spaces and maximal decreasing curvesAtti Accad. Naz. Lincei Rend. Cl. Sci. Fis. Mat. Natur. (8)19806831801876368140465.47041[in Italian]
– reference: KlatteDKummerBNonsmooth Equations in Optimization. Regularity, Calculus, Methods and Applications2002DordrechtKluwer Academic Publishers1173.49300
– reference: KhanAATammerKZălinescuCSet-Valued Optimization. An Introduction with Applications2015HeidelbergSpringer1308.49004
– reference: MordukhovichBSVariational Analysis and Applications2018ChamSpringer10.1007/978-3-319-92775-6
– reference: UderzoAOn a set-covering property of multivalued mappingsPure Appl. Funct. Anal.201721129151362147507296475
– reference: Castellani, M.: Error bounds for set-valued maps. In: Generalized Convexity and Optimization for Economic and Financial Decisions, pp 121–135. Pitagora, Bologna (1999)
– reference: AliprantisCDBorderKCInfinite Dimensional Analysis. A Hitchhiker’S Guide2006BerlinSpringer1156.46001
– reference: RobinsonSMAn application of error bounds for convex programming in a linear spaceSIAM J. Control19751327127338567110.1137/0313015
– reference: BorweinJMZhuQJTechniques of Variational Analysis2005New YorkSpringer1076.49001
– reference: UderzoAOn a quantitative semicontinuity property of variational systems with applications to perturbed quasidifferentiable optimization. Constructive nonsmooth analysis and related topics, Springer Optim. Appl., vol. 872014New YorkSpringer115—136115—1361280.49026
– reference: IoffeADMetric regularity and subdifferential calculusUspekhi Mat. Nauk2000553(333103162177735210.4213/rm292
– reference: RobinsonSMSome continuity properties of polyhedral multifunctionsMath. Programming Stud.19811420621460013010.1007/BFb0120929
– reference: PenotJ-PCalculus Without Derivatives2013New YorkSpringer10.1007/978-1-4614-4538-8
– reference: MordukhovichBSNamNMWangBMetric regularity of mappings and generalized normals to set imagesSet-Valued Var. Anal.2009174359387255961710.1007/s11228-009-0122-3
– reference: UderzoAOn some generalized equations with metrically C-increasing mappings: solvability and error bounds with applications to optimizationOptimization201968227253390216410.1080/02331934.2018.1553972
– reference: Ben-TalANemirovskiARobust convex optimizationMath. Oper. Res.1998234769805166241010.1287/moor.23.4.769
– reference: PangJ-SError bounds in mathematical programmingMath. Programming1997791-3, Ser. B299332146477210.1007/BF02614322
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Snippet The subject of the present paper are stability properties of the solution set to set-valued inclusions. The latter are problems emerging in robust optimization...
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SubjectTerms Analysis
Banach spaces
Inclusions
Mathematics
Mathematics and Statistics
Optimization
Parameterization
Robustness (mathematics)
Stability
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Title On the Quantitative Solution Stability of Parameterized Set-Valued Inclusions
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https://hdl.handle.net/10281/317015
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