On nonsmooth robust multiobjective optimization under generalized convexity with applications to portfolio optimization

•A new concept of generalized convexity at a given point for a family of real-valued functions is introduced and its application in portfolio optimization is given.•A nonsmooth sufficient optimality condition for robust (weakly) efficient solutions is obtained.•A robust duality theory for an uncerta...

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Veröffentlicht in:European journal of operational research Jg. 265; H. 1; S. 39 - 48
Hauptverfasser: Fakhar, Majid, Mahyarinia, Mohammad Reza, Zafarani, Jafar
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Elsevier B.V 16.02.2018
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ISSN:0377-2217, 1872-6860
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Abstract •A new concept of generalized convexity at a given point for a family of real-valued functions is introduced and its application in portfolio optimization is given.•A nonsmooth sufficient optimality condition for robust (weakly) efficient solutions is obtained.•A robust duality theory for an uncertain multiobjective optimization is deduced.•A Mond–Weir type duality for an uncertain multiobjective optimization is given.•Existence for a new notion of the saddle-point is obtained. We introduce a new concept of generalized convexity at a given point for a family of real-valued functions and deduce nonsmooth sufficient optimality conditions for robust (weakly) efficient solutions. In addition, we present a robust duality theory and Mond–Weir type duality for an uncertain multiobjective optimization problem. Furthermore, some nonsmooth saddle-point theorems are obtained under our generalized convexity assumption. Finally we show the viability of our new concept of generalized convexity for robust optimization and portfolio optimization.
AbstractList •A new concept of generalized convexity at a given point for a family of real-valued functions is introduced and its application in portfolio optimization is given.•A nonsmooth sufficient optimality condition for robust (weakly) efficient solutions is obtained.•A robust duality theory for an uncertain multiobjective optimization is deduced.•A Mond–Weir type duality for an uncertain multiobjective optimization is given.•Existence for a new notion of the saddle-point is obtained. We introduce a new concept of generalized convexity at a given point for a family of real-valued functions and deduce nonsmooth sufficient optimality conditions for robust (weakly) efficient solutions. In addition, we present a robust duality theory and Mond–Weir type duality for an uncertain multiobjective optimization problem. Furthermore, some nonsmooth saddle-point theorems are obtained under our generalized convexity assumption. Finally we show the viability of our new concept of generalized convexity for robust optimization and portfolio optimization.
Author Fakhar, Majid
Mahyarinia, Mohammad Reza
Zafarani, Jafar
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  organization: Department of Mathematics, University of Isfahan, Isfahan, Iran
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Cites_doi 10.4134/BKMS.2014.51.1.287
10.1007/s10589-013-9582-3
10.1137/080734510
10.1007/s00186-014-0471-z
10.1007/s40305-013-0004-0
10.1007/s00291-015-0418-7
10.1016/j.na.2011.04.006
10.1080/02331934.2013.769104
10.1287/opre.21.5.1154
10.1007/PL00011380
10.1007/978-3-540-31880-4_11
10.1016/j.ejor.2017.04.012
10.1287/moor.23.4.769
10.1007/s10342-010-0393-0
10.57262/die/1371043981
10.1016/j.econmod.2017.03.020
10.1016/j.ejor.2013.10.028
10.4134/CKMS.2013.28.3.597
10.1016/S0167-6377(99)00016-4
10.1162/evco.2006.14.4.463
10.1080/02331939508844032
10.1016/j.ejor.2017.03.041
10.1007/978-3-662-45504-3_6
10.1016/j.ejor.2014.03.013
10.1016/j.na.2016.01.002
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Issue 1
Keywords Nonsmooth saddle-point theorem
Optimality condition
Robust cardinality/mean-variance model
Robustness and sensitivity analysis
Generalized convexity
Language English
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References Ben-Tal, Nemirovski (bib0002) 1998; 23
Kuroiwa, Lee (bib0028) 2012; 40
Lee, Son (bib0031) 2014; 51
Ben-Tal, Ghaoui, Nemirovski (bib0001) 2009
Jeyakumar, Li, Lee (bib0023) 2012; 75
Deb, Gupta (bib0013) 2006; 14
Xidonas, Hassapis, Soulis, Samitas (bib0038) 2017; 64
Klamroth, Köbis, Schöbel, Tammer (bib0026) 2013; 62
Köbis (bib0024) 2014
Lee, Lee (bib0030) 2015; 16
Wiecek, Dranichak (bib0037) 2016
Kim (bib0025) 2013; 28
Mordukhovich (bib0033) 2006
Deb, K., & Gupta, H. (2005). Searching for robust Pareto-optimal solutions in multiobjective optimization. Evolutionary multi-criterion optimization, Lecture Not in Computer Science 3410, Springer–Verlag, 150–164.
Goerigk, Schöbel (bib0018) 2015
Xidonas, Mavrotas, Hassapis, Zopounidis (bib0039) 2017; 262
Craven, Ralph, Glover (bib0011) 1973; 32
Ide, Köbis (bib0020) 2014; 80
Ide (bib0019) 2014
Brito, Vicente (bib0007) 2014; 443
Ide, Köbis, Kuroiwa, Schöbel, Tammer (bib0021) 2014; 83
Ehrgott, Ide, Schöbel (bib0016) 2014; 239
Ide, Schöbel (bib0022) 2016; 38
Michel, Penot (bib0032) 1992; 5
Sun, Zheng, Li (bib0036) 2013; 1
Fliege, Werner (bib0017) 2013; 234
Ben-Tal, Nemirovski (bib0003) 1999; 25
Bertsimas, Brown, Caramanis (bib0005) 2011; 53
Doolittle, E. K., Kerivin, H. L. M., & Wiecek, M. M. (2015). A robust multiobjective optimization problem with application to internet routing. (Master’s thesis). Clemson, SC: Clemson University.
Palma, Nelson (bib0034) 2010; 129
Ben-Tal, Nemirovski (bib0004) 2000; 88
Clarke, Yu, Ledyaev, Stern, Wolenski (bib0010) 1998; Vol. 178
Kuhn, K., Raith, A., Schmidt, M., & Schöbel, A. (2013). Bicriteria robust optimization. Preprint-Serie des Instituts fr Numerische und Angewandte Mathematik, (pp. 16–18). Lotzestr, Göttingen. D-37083.
Zheng, Sun, Li, Sun (bib0040) 2014; 59
Bokrantz, Fredriksson (bib0006) 2017; 262
Chuong (bib0009) 2016; 134
Soyster (bib0035) 1973; 21
Sun (10.1016/j.ejor.2017.08.003_bib0036) 2013; 1
Bertsimas (10.1016/j.ejor.2017.08.003_bib0005) 2011; 53
Ide (10.1016/j.ejor.2017.08.003_bib0021) 2014; 83
Ben-Tal (10.1016/j.ejor.2017.08.003_bib0001) 2009
Xidonas (10.1016/j.ejor.2017.08.003_bib0039) 2017; 262
Brito (10.1016/j.ejor.2017.08.003_bib0007) 2014; 443
10.1016/j.ejor.2017.08.003_bib0027
Goerigk (10.1016/j.ejor.2017.08.003_sbref0017) 2015
Lee (10.1016/j.ejor.2017.08.003_bib0031) 2014; 51
Jeyakumar (10.1016/j.ejor.2017.08.003_bib0023) 2012; 75
Deb (10.1016/j.ejor.2017.08.003_bib0013) 2006; 14
Kuroiwa (10.1016/j.ejor.2017.08.003_bib0028) 2012; 40
Palma (10.1016/j.ejor.2017.08.003_bib0034) 2010; 129
Chuong (10.1016/j.ejor.2017.08.003_bib0009) 2016; 134
Klamroth (10.1016/j.ejor.2017.08.003_bib0026) 2013; 62
Ehrgott (10.1016/j.ejor.2017.08.003_bib0016) 2014; 239
Ben-Tal (10.1016/j.ejor.2017.08.003_bib0004) 2000; 88
Wiecek (10.1016/j.ejor.2017.08.003_bib0037) 2016
Ben-Tal (10.1016/j.ejor.2017.08.003_bib0002) 1998; 23
Bokrantz (10.1016/j.ejor.2017.08.003_bib0006) 2017; 262
Ide (10.1016/j.ejor.2017.08.003_bib0022) 2016; 38
Zheng (10.1016/j.ejor.2017.08.003_bib0040) 2014; 59
Lee (10.1016/j.ejor.2017.08.003_bib0030) 2015; 16
Fliege (10.1016/j.ejor.2017.08.003_bib0017) 2013; 234
Ben-Tal (10.1016/j.ejor.2017.08.003_bib0003) 1999; 25
Craven (10.1016/j.ejor.2017.08.003_bib0011) 1973; 32
Ide (10.1016/j.ejor.2017.08.003_bib0019) 2014
Ide (10.1016/j.ejor.2017.08.003_bib0020) 2014; 80
Xidonas (10.1016/j.ejor.2017.08.003_bib0038) 2017; 64
10.1016/j.ejor.2017.08.003_bib0014
Soyster (10.1016/j.ejor.2017.08.003_bib0035) 1973; 21
Mordukhovich (10.1016/j.ejor.2017.08.003_bib0033) 2006
Clarke (10.1016/j.ejor.2017.08.003_sbref0010) 1998; Vol. 178
10.1016/j.ejor.2017.08.003_bib0012
Kim (10.1016/j.ejor.2017.08.003_bib0025) 2013; 28
Köbis (10.1016/j.ejor.2017.08.003_bib0024) 2014
Michel (10.1016/j.ejor.2017.08.003_bib0032) 1992; 5
References_xml – volume: 38
  start-page: 235
  year: 2016
  end-page: 271
  ident: bib0022
  article-title: Robustness for uncertain multiobjective optimization: A survey and analysis of different concepts
  publication-title: Journal of OR Spectrum
– volume: 14
  start-page: 463
  year: 2006
  end-page: 494
  ident: bib0013
  article-title: Introducing robustness in multiobjective optimization
  publication-title: Evolutionary Computation
– volume: 59
  start-page: 379
  year: 2014
  end-page: 397
  ident: bib0040
  article-title: Successive convex approximations to cardinality-constrained convex programs: a piecewise-linear DC approach
  publication-title: Computational Optimization and Applications
– volume: 23
  start-page: 769
  year: 1998
  end-page: 805
  ident: bib0002
  article-title: Robust convex optimization
  publication-title: Mathematics of Operations Research
– reference: Kuhn, K., Raith, A., Schmidt, M., & Schöbel, A. (2013). Bicriteria robust optimization. Preprint-Serie des Instituts fr Numerische und Angewandte Mathematik, (pp. 16–18). Lotzestr, Göttingen. D-37083.
– year: 2009
  ident: bib0001
  article-title: Robust optimization
– volume: 234
  start-page: 422
  year: 2013
  end-page: 433
  ident: bib0017
  article-title: Robust multiobjective optimization and applications in portfolio optimization
  publication-title: European Journal of Operations Research
– volume: 25
  start-page: 1
  year: 1999
  end-page: 13
  ident: bib0003
  article-title: Robust solutions of uncertain linear programs
  publication-title: Operations Research Letters
– volume: 1
  start-page: 55
  year: 2013
  end-page: 77
  ident: bib0036
  article-title: Recent advances in mathematical programming with semi-continuous variables and cardinality constraints
  publication-title: Journal of the Operations Research Society of China
– year: 2014
  ident: bib0019
  publication-title: Concepts of robustness for uncertain multiobjective optimization
– year: 2014
  ident: bib0024
  publication-title: On robust optimization: A unified approach to robustness using a nonlinear scalarizing functional and relations to set optimization
– volume: 53
  start-page: 464
  year: 2011
  end-page: 501
  ident: bib0005
  article-title: Theory and applications of robust optimization
  publication-title: SIAM Review
– volume: 32
  start-page: 1
  year: 1973
  end-page: 21
  ident: bib0011
  article-title: Small convex-valued subdifferentials in mathematical programming
  publication-title: Optimization
– volume: 443
  start-page: 52
  year: 2014
  end-page: 73
  ident: bib0007
  article-title: Efficient cardinality/mean-variance portfolios
  publication-title: System Modeling and Optimization
– volume: 28
  start-page: 597
  year: 2013
  end-page: 602
  ident: bib0025
  article-title: Duality theorem and vector saddle point theorem for robust multiobjective optimization problems
  publication-title: Communications of the Korean Mathematical Society
– volume: 64
  start-page: 60
  year: 2017
  end-page: 71
  ident: bib0038
  article-title: Robust minimum variance portfolio optimization modelling under scenario uncertainty
  publication-title: Economic Modelling
– reference: Doolittle, E. K., Kerivin, H. L. M., & Wiecek, M. M. (2015). A robust multiobjective optimization problem with application to internet routing. (Master’s thesis). Clemson, SC: Clemson University.
– volume: 16
  start-page: 2039
  year: 2015
  end-page: 2052
  ident: bib0030
  article-title: On nonsmooth optimality theorems for robust multibjective optimization problems
  publication-title: Journal of Nonlinear and Convex Analysis
– volume: 262
  start-page: 682
  year: 2017
  end-page: 692
  ident: bib0006
  article-title: Necessary and sufficient conditions for Pareto efficiency in robust multiobjective optimization
  publication-title: European Journal of Operations Research
– volume: Vol. 178
  year: 1998
  ident: bib0010
  article-title: Nonsmooth analysis and control theory
  publication-title: Graduate Texts in Mathematics
– year: 2006
  ident: bib0033
  publication-title: Variational Analysis and Generalized Differentiation. I: Basic Theory
– start-page: 84
  year: 2016
  end-page: 114
  ident: bib0037
  article-title: Robust multiobjective optimization for decision making under uncertainty and conflict
  publication-title: INFORMS Tutorials in Operations Research
– volume: 40
  start-page: 305
  year: 2012
  end-page: 317
  ident: bib0028
  article-title: On robust multiobjective optimization
  publication-title: Vietnam Journal of Mathematics
– reference: Deb, K., & Gupta, H. (2005). Searching for robust Pareto-optimal solutions in multiobjective optimization. Evolutionary multi-criterion optimization, Lecture Not in Computer Science 3410, Springer–Verlag, 150–164.
– volume: 21
  start-page: 1154
  year: 1973
  end-page: 1157
  ident: bib0035
  article-title: Convex programming with set-inclusive constraints and applications to inexact linear programming
  publication-title: Operations Research
– volume: 51
  start-page: 287
  year: 2014
  end-page: 301
  ident: bib0031
  article-title: On nonsmooth optimality theorems for robust optimization problems
  publication-title: Bulletin of the Korean Mathematical Society
– volume: 262
  start-page: 299
  year: 2017
  end-page: 305
  ident: bib0039
  article-title: Robust multiobjective portfolio optimization: A minimax regret approach
  publication-title: European Journal of Operations Research
– volume: 88
  start-page: 411
  year: 2000
  end-page: 424
  ident: bib0004
  article-title: Robust solutions of linear programming problems contaminated with uncertain data
  publication-title: Mathematical Program A
– volume: 239
  start-page: 17
  year: 2014
  end-page: 31
  ident: bib0016
  article-title: Minmax robustness for multiobjective optimization problems
  publication-title: Journal of the Operational Research
– volume: 75
  start-page: 1362
  year: 2012
  end-page: 1373
  ident: bib0023
  article-title: Robust duality for generalized convex programming problems under data uncertainty
  publication-title: Nonlinear Analysis
– volume: 134
  start-page: 127
  year: 2016
  end-page: 143
  ident: bib0009
  article-title: Optimality and duality for robust multiobjective optimization problems
  publication-title: Nonlinear Analysis
– volume: 80
  start-page: 99
  year: 2014
  end-page: 127
  ident: bib0020
  article-title: Concepts of efficiency for uncertain multiobjective optimization problems based on set order relations
  publication-title: Mathematical Methods of Operations Research
– volume: 83
  year: 2014
  ident: bib0021
  article-title: The relationship between multiobjective robustness concepts and set valued optimization
  publication-title: Fixed Point Theory and Applications
– volume: 62
  start-page: 649
  year: 2013
  end-page: 671
  ident: bib0026
  article-title: A unified approach for different concepts of robustness and stochastic programming via non-linear scalarizing functionals
  publication-title: Optimization
– volume: 129
  start-page: 1081
  year: 2010
  end-page: 1091
  ident: bib0034
  article-title: Bi-objective multi-period planning with uncertain weights: A robust optimization approach
  publication-title: European Journal of Forest Research
– year: 2015
  ident: bib0018
  article-title: Algorithm engineering in robust optimization
  publication-title: Final volume for DFG prioity program 1307
– volume: 5
  start-page: 433
  year: 1992
  end-page: 454
  ident: bib0032
  article-title: A generalized derivative for calm and stable functions
  publication-title: Differential and Integral Equations
– volume: 16
  start-page: 2039
  issue: 10
  year: 2015
  ident: 10.1016/j.ejor.2017.08.003_bib0030
  article-title: On nonsmooth optimality theorems for robust multibjective optimization problems
  publication-title: Journal of Nonlinear and Convex Analysis
– volume: 51
  start-page: 287
  year: 2014
  ident: 10.1016/j.ejor.2017.08.003_bib0031
  article-title: On nonsmooth optimality theorems for robust optimization problems
  publication-title: Bulletin of the Korean Mathematical Society
  doi: 10.4134/BKMS.2014.51.1.287
– start-page: 84
  year: 2016
  ident: 10.1016/j.ejor.2017.08.003_bib0037
  article-title: Robust multiobjective optimization for decision making under uncertainty and conflict
  publication-title: INFORMS Tutorials in Operations Research
– volume: 59
  start-page: 379
  issue: 1
  year: 2014
  ident: 10.1016/j.ejor.2017.08.003_bib0040
  article-title: Successive convex approximations to cardinality-constrained convex programs: a piecewise-linear DC approach
  publication-title: Computational Optimization and Applications
  doi: 10.1007/s10589-013-9582-3
– volume: 53
  start-page: 464
  year: 2011
  ident: 10.1016/j.ejor.2017.08.003_bib0005
  article-title: Theory and applications of robust optimization
  publication-title: SIAM Review
  doi: 10.1137/080734510
– volume: 80
  start-page: 99
  year: 2014
  ident: 10.1016/j.ejor.2017.08.003_bib0020
  article-title: Concepts of efficiency for uncertain multiobjective optimization problems based on set order relations
  publication-title: Mathematical Methods of Operations Research
  doi: 10.1007/s00186-014-0471-z
– volume: Vol. 178
  year: 1998
  ident: 10.1016/j.ejor.2017.08.003_sbref0010
  article-title: Nonsmooth analysis and control theory
  publication-title: Graduate Texts in Mathematics
– volume: 1
  start-page: 55
  year: 2013
  ident: 10.1016/j.ejor.2017.08.003_bib0036
  article-title: Recent advances in mathematical programming with semi-continuous variables and cardinality constraints
  publication-title: Journal of the Operations Research Society of China
  doi: 10.1007/s40305-013-0004-0
– volume: 38
  start-page: 235
  year: 2016
  ident: 10.1016/j.ejor.2017.08.003_bib0022
  article-title: Robustness for uncertain multiobjective optimization: A survey and analysis of different concepts
  publication-title: Journal of OR Spectrum
  doi: 10.1007/s00291-015-0418-7
– volume: 75
  start-page: 1362
  issue: 3
  year: 2012
  ident: 10.1016/j.ejor.2017.08.003_bib0023
  article-title: Robust duality for generalized convex programming problems under data uncertainty
  publication-title: Nonlinear Analysis
  doi: 10.1016/j.na.2011.04.006
– volume: 62
  start-page: 649
  issue: 5
  year: 2013
  ident: 10.1016/j.ejor.2017.08.003_bib0026
  article-title: A unified approach for different concepts of robustness and stochastic programming via non-linear scalarizing functionals
  publication-title: Optimization
  doi: 10.1080/02331934.2013.769104
– volume: 21
  start-page: 1154
  year: 1973
  ident: 10.1016/j.ejor.2017.08.003_bib0035
  article-title: Convex programming with set-inclusive constraints and applications to inexact linear programming
  publication-title: Operations Research
  doi: 10.1287/opre.21.5.1154
– volume: 88
  start-page: 411
  year: 2000
  ident: 10.1016/j.ejor.2017.08.003_bib0004
  article-title: Robust solutions of linear programming problems contaminated with uncertain data
  publication-title: Mathematical Program A
  doi: 10.1007/PL00011380
– ident: 10.1016/j.ejor.2017.08.003_bib0012
  doi: 10.1007/978-3-540-31880-4_11
– volume: 262
  start-page: 682
  issue: 2
  year: 2017
  ident: 10.1016/j.ejor.2017.08.003_bib0006
  article-title: Necessary and sufficient conditions for Pareto efficiency in robust multiobjective optimization
  publication-title: European Journal of Operations Research
  doi: 10.1016/j.ejor.2017.04.012
– volume: 23
  start-page: 769
  year: 1998
  ident: 10.1016/j.ejor.2017.08.003_bib0002
  article-title: Robust convex optimization
  publication-title: Mathematics of Operations Research
  doi: 10.1287/moor.23.4.769
– ident: 10.1016/j.ejor.2017.08.003_bib0014
– year: 2014
  ident: 10.1016/j.ejor.2017.08.003_bib0019
– volume: 129
  start-page: 1081
  issue: 6
  year: 2010
  ident: 10.1016/j.ejor.2017.08.003_bib0034
  article-title: Bi-objective multi-period planning with uncertain weights: A robust optimization approach
  publication-title: European Journal of Forest Research
  doi: 10.1007/s10342-010-0393-0
– volume: 5
  start-page: 433
  year: 1992
  ident: 10.1016/j.ejor.2017.08.003_bib0032
  article-title: A generalized derivative for calm and stable functions
  publication-title: Differential and Integral Equations
  doi: 10.57262/die/1371043981
– volume: 64
  start-page: 60
  year: 2017
  ident: 10.1016/j.ejor.2017.08.003_bib0038
  article-title: Robust minimum variance portfolio optimization modelling under scenario uncertainty
  publication-title: Economic Modelling
  doi: 10.1016/j.econmod.2017.03.020
– volume: 83
  year: 2014
  ident: 10.1016/j.ejor.2017.08.003_bib0021
  article-title: The relationship between multiobjective robustness concepts and set valued optimization
  publication-title: Fixed Point Theory and Applications
– volume: 234
  start-page: 422
  year: 2013
  ident: 10.1016/j.ejor.2017.08.003_bib0017
  article-title: Robust multiobjective optimization and applications in portfolio optimization
  publication-title: European Journal of Operations Research
  doi: 10.1016/j.ejor.2013.10.028
– volume: 28
  start-page: 597
  year: 2013
  ident: 10.1016/j.ejor.2017.08.003_bib0025
  article-title: Duality theorem and vector saddle point theorem for robust multiobjective optimization problems
  publication-title: Communications of the Korean Mathematical Society
  doi: 10.4134/CKMS.2013.28.3.597
– volume: 25
  start-page: 1
  year: 1999
  ident: 10.1016/j.ejor.2017.08.003_bib0003
  article-title: Robust solutions of uncertain linear programs
  publication-title: Operations Research Letters
  doi: 10.1016/S0167-6377(99)00016-4
– volume: 14
  start-page: 463
  year: 2006
  ident: 10.1016/j.ejor.2017.08.003_bib0013
  article-title: Introducing robustness in multiobjective optimization
  publication-title: Evolutionary Computation
  doi: 10.1162/evco.2006.14.4.463
– year: 2015
  ident: 10.1016/j.ejor.2017.08.003_sbref0017
  article-title: Algorithm engineering in robust optimization
– volume: 32
  start-page: 1
  year: 1973
  ident: 10.1016/j.ejor.2017.08.003_bib0011
  article-title: Small convex-valued subdifferentials in mathematical programming
  publication-title: Optimization
  doi: 10.1080/02331939508844032
– ident: 10.1016/j.ejor.2017.08.003_bib0027
– volume: 262
  start-page: 299
  issue: 1
  year: 2017
  ident: 10.1016/j.ejor.2017.08.003_bib0039
  article-title: Robust multiobjective portfolio optimization: A minimax regret approach
  publication-title: European Journal of Operations Research
  doi: 10.1016/j.ejor.2017.03.041
– volume: 443
  start-page: 52
  year: 2014
  ident: 10.1016/j.ejor.2017.08.003_bib0007
  article-title: Efficient cardinality/mean-variance portfolios
  publication-title: System Modeling and Optimization
  doi: 10.1007/978-3-662-45504-3_6
– year: 2009
  ident: 10.1016/j.ejor.2017.08.003_bib0001
– volume: 239
  start-page: 17
  year: 2014
  ident: 10.1016/j.ejor.2017.08.003_bib0016
  article-title: Minmax robustness for multiobjective optimization problems
  publication-title: Journal of the Operational Research
  doi: 10.1016/j.ejor.2014.03.013
– year: 2014
  ident: 10.1016/j.ejor.2017.08.003_bib0024
– year: 2006
  ident: 10.1016/j.ejor.2017.08.003_bib0033
– volume: 134
  start-page: 127
  year: 2016
  ident: 10.1016/j.ejor.2017.08.003_bib0009
  article-title: Optimality and duality for robust multiobjective optimization problems
  publication-title: Nonlinear Analysis
  doi: 10.1016/j.na.2016.01.002
– volume: 40
  start-page: 305
  year: 2012
  ident: 10.1016/j.ejor.2017.08.003_bib0028
  article-title: On robust multiobjective optimization
  publication-title: Vietnam Journal of Mathematics
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Snippet •A new concept of generalized convexity at a given point for a family of real-valued functions is introduced and its application in portfolio optimization is...
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StartPage 39
SubjectTerms Generalized convexity
Nonsmooth saddle-point theorem
Optimality condition
Robust cardinality/mean-variance model
Robustness and sensitivity analysis
Title On nonsmooth robust multiobjective optimization under generalized convexity with applications to portfolio optimization
URI https://dx.doi.org/10.1016/j.ejor.2017.08.003
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