Abstract
This chapter provides a brief survey on different kinds of set order relations which are used to compare the objective values of set-valued maps and play a key role to study set optimization problems. The solution concepts of set optimization problems and their relationships with respect to different kinds of set order relations are provided. The nonlinear scalarization functions for vector-valued maps as well as for set-valued maps are very useful to study the optimality solutions of vector optimization/set optimization problems. A survey of such nonlinear scalarization functions for vector-valued maps/set-valued maps is given. We give some new results on the existence of optimal solutions of set optimization problems. In the end, we gather some recent results, namely, Ekeland’s variational principle and some equivalent variational principle for set-valued maps with respect to different kinds of set order relations.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
Alonso, M., Rodríguez-Marín, L.: Set-relations and optimality conditions in set-valued maps. Nonlinear Anal. 63, 1167–1179 (2005)
Alonso, M., Rodríguez-Marín, L.: Optimality conditions for a nonconvex set-valued optimization problem. Comput. Math. Appl. 56, 82–89 (2008)
Ansari, Q.H.: Metric Spaces—Including Fixed Point Theory and Set-Valued Maps. Narosa Publishing House, New Delhi (2010). Also Published by Alpha Science International Ltd. Oxford, U.K. (2010)
Ansari, Q.H.: Ekeland’s variational principle and its extensions with applications. In: Almezel, S., Ansari, Q.H., Khamsi, M.A. (eds.) Topics in Fixed Point Theory, pp. 65–100. Springer, New York (2014)
Ansari, Q.H., Eshghinezhad, S., Fakhar, M.: Ekeland’s variational principle for set-valued maps with applications to vector optimization in uniform spaces. Taiwan. J. Math. 18(6), 1999–2020 (2014)
Ansari, Q.H., Hamel, A.H., Sharma, P.K.: Ekeland’s variational principle with weighted set order relations. Math. Methods Oper. Res. 91(1), 117–136 (2020)
Ansari, Q.H., Köbis, E., Sharma, P.K.: Characterizations of set relations with respect to variable domination structures via oriented distance function. Optimization 67(9), 1389–1407 (2018)
Ansari, Q.H., Köbis, E., Sharma, P.K.: Characterizations of multiobjective robustness via oriented distance function and image space analysis. J. Optim. Theory Appl. 181(3), 817–839 (2019)
Ansari, Q.H., Köbis, E., Yao, J.-C.: Vector Variational Inequalities and Vector Optimization - Theory and Applications. Springer, New York (2018)
Ansari, Q.H., Sharma, P.K.: Ekeland type variational principle for set-valued maps in quasi-metric spaces with applications. J. Nonlinear Convex Anal. 20(8), 1683–1700 (2019)
Ansari, Q.H., Sharma, P.K., Qin, X.: Characterizations of robust optimality conditions via image space analysis. Optimization 69(9), 2063–2083 (2020)
Ansari, Q.H., Sharma, P.K., Yao, J.-C.: Minimal elements theorems and Ekeland’s variational principle with new set order relations. J. Nonlinear Convex Anal. 19(7), 1127–1139 (2018)
Araya, Y.: Four types of nonlinear scalarizations and some applications in set optimization. Nonlinear Anal. 75, 3821–3835 (2012)
Araya, Y.: New types of nonlinear scalarizations in set optimization. In: Proceedings of the 3th Asian Conference on Nonlinear Analysis and Optimization, Matsue, Japan, pp. 1–15. Yakohama Publishers, Yakohama, Japan (2012)
Bao, T.Q., Mordukhovich, B.S.: Variational principles for set-valued maps with applications to multiobjective optimization. Control Cybern. 36, 531–562 (2007)
Bao, T.Q., Mordukhovich, B.S.: Set-valued optimization in welfare economics. In: Kusuoka, S., Maruyama, T. (eds.) Advances in Mathematical Economics, vol. 13, pp. 113–153. Springer Japan, Tokyo (2010)
Bao, T.Q., Mordukhovich, B.S., Soubeyran, A.: Fixed points and variational principles with applications to capability theory of wellbeing via variational rationality. Set-Valued Var. Anal. 23, 375–398 (2015)
Bao, T.Q., Mordukhovich, B.S., Soubeyran, A.: Variational analysis in psychological modeling. J. Optim. Theory Appl. 164, 290–315 (2015)
Bao, T.Q., Mordukhovich, B.S., Soubeyran, A.: Minimal points, variational principles and variable preferences in set optimization. J. Nonlinear Convex Anal. 16(8), 1511–1537 (2015)
Bao, T.Q., Soubeyran, A.: Variational principles in set optimization with domination structures and application to changing jobs. J. Appl. Numer. Optim. 1(3), 217–241 (2019)
Brézis, B., Browder, F.E.: A general principle on ordered sets in nonlinear functional analysis. Adv. Math. 21, 355–364 (1976)
Brink, C.: Power structures. Algebr. Univers. 30, 177–216 (1993)
Caristi, J.: Fixed point theorems for mappings satisfying inwardness conditions. Trans. Am. Math. Soc. 215, 241–251 (1976)
Caristi, J., Kirk, W.A.: Geometric fixed point theory and inwardness conditions. In: The Geometry of Metric and Linear Spaces. Lecture Notes in Mathematics, vol. 490, pp. 74–83. Springer, New York (1975)
Chen, J., Ansari, Q.H., Yao, J.-C.: Characterizations of set order relations and constrained set optimization problems via oriented distance function. Optimization 66(11), 1741–1754 (2017)
Chen, G.Y., Huang, X.X.: Ekeland’s \(\epsilon \)-variational principle for set-valued mappings. Math. Methods Oper. Res. 48(2), 181–186 (1998)
Chen, G.Y., Huang, X.X.: A unified approach to the existing three types of variational principles for vector-valued functions. Math. Methods Oper. Res. 48(2), 349–357 (1998)
Chen, G.Y., Huang, X.X., Hou, S.H.: General Ekeland’s variational principle for set-valued mappings. J. Optim. Theory Appl. 106(1), 151–164 (2000)
Chen, G.Y., Jahn, J.: Optimality conditions for set-valued optimization problems. Math. Methods Oper. Res. 48(2), 187–200 (1998)
Chen, J., Köbis, E., Köbis, M.A., Yao, J.-C.: A new set order relation in set-optimization. J. Nonlinear Convex Anal. 18(4), 637–649 (2017)
Chiriaev, D., Walster, G.W.: Interval arithmetic specification. Available from: http://www.mscs.mu.edu/~globsol/walster-papers. html.[69] (1998)
Cobzaş, Ş.: Functional Analysis in Asymmetric Normed Spaces. Birkhäuser, Basel (2013)
Corley, H.W.: Existence and Lagrangian duality for maximization of set-valued functions. J. Optim. Theory Appl. 54, 489–501 (1987)
Corley, H.W.: Optimality conditions for maximization of set-valued functions. J. Optim. Theory Appl. 58(1), 1–10 (1988)
Crespi, G.P., Ginchev, I., Rocca, M.: First-order optimality conditions in set valued optimization. Math. Methods Oper. Res. 63, 87–106 (2006)
Crespi, C.P., Mastrogiacomo, E.: Qualitative robustness of set-valued value-at-risk. Math. Methods Oper. Res. 91, 25–54 (2020)
Dancs, S., Hegegedüs, M., Medvegyev, P.: A general ordering and fixed-point principle in complete metric space. Acta Sci. Math. 46, 381–388 (1983)
Day, M.M.: Normed Linear Spaces. Springer, New York (1973)
De Figueiredo, D.G.: The Ekeland Variational Principle with Applications and Detours. Tata Institute of Fundamental Research, Bombay (1989)
Eichfelder, G.: Variable Ordering Structures in Vector Optimization. Springer, Heidelberg (2014)
Eichfelder, G., Jahn, J.: Vector and set optimization. In: Greco, S., Ehrgott, M., Figueira, J. (eds.) Multiple Criteria Decision Analysis: State of the Art Surveys, vol. 233, pp. 695–737. Springer, New York (2016)
Eichfelder, G., Pilecka, M.: Set approach for set optimization with variable ordering structures part I : set relations and relationship to vector approach. J. Optim. Theory Appl. 171(3), 931–946 (2016)
Eichfelder, G., Pilecka, M.: Ordering structures and their applications. In: Rassias, T.M. (ed.) Applications of Nonlinear Analysis, vol. 134, pp. 265–304. Springer, Cham (2018)
Eichfelder, G., Pilecka, M.: Set approach for set optimization with variable ordering structures part II : scalarization approaches. J. Optim. Theory Appl. 171(3), 947–963 (2016)
Ekeland, I.: Sur les problémes variationnels. C. R. Acad. Sci. Paris 275, 1057–1059 (1972)
Ekeland, I.: On the variational principle. J. Math. Anal. Appl. 47, 324–354 (1974)
Ekeland, I.: Nonconvex minimization problems. Bull. Am. Math. Soc. 1(3), 443–474 (1979)
Fel’dman, M.M.: Sublinear operators defined on a cone. Sib. Math. J. 16, 1005–1015 (1975)
Flores-Bazán, F., Gutiérrez, C., Novo, V.: A Brézis–Browder principle on partially ordered spaces and related ordering theorems. J. Math. Anal. Appl. 375, 245–260 (2011)
Georgiev, P.G.: The strong Ekeland variational principle, the strong drop theorem and applications. J. Math. Anal. Appl. 131, 1–21 (1988)
Georgiev, P.G., Tanaka, T.: Vector-valued set-valued variants of Ky Fan’s inequality. J. Nonlinear Convex Anal. 1, 245–254 (2000)
Gerth (Tammer), C.: Nichtkonvexe dualität in der vektoroptimierung (in German). Wiss. Z. TH Leuna-Merseburg 25, 357–364 (1983)
Gerth (Tammer), C., Iwanow, I.: Dualität für nichtkonvexe vektoroptimierungs probleme (in German). Wiss. Z. Tech. Hochsch Ilmenau 2, 61–81 (1985)
Gerth (Tammer), C., Weidner, P.: Nonconvex separation theorems and some applications in vector optimization. J. Optim. Theory Appl. 67, 297–320 (1990)
Götz, A., Jahn, J.: The Lagrange multiplier rule in set-valued optimization. SIAM J. Optim. 10(2), 331–344 (1999)
Göpfert, A., Riahi, A., Tammer, C., Zălinescu, C.: Variational Methods in Partially Ordered Spaces. Springer, New York (2003)
Göpfert, A., Tammer, C.: A new maximal point theorem. J. Anal. Appl. 14(2), 379–390 (1995)
Göpfert, A., Tammer, C., Zălinescu, C.: A new minimal point theorem in product spaces. J. Anal. Appl. 18(3), 767–770 (1999)
Göpfert, A., Tammer, C., Zălinescu, C.: On the vectorial Ekeland’s Variational principle and minimal points in product spaces. Nonlinear Anal. 39, 909–922 (2000)
Gutiérrez, C., Jiménez, B., Miglierina, E., Molho, E.: Scalarization in set optimization with solid and nonsolid ordering cones. J. Glob. Optim. 61, 525–552 (2015)
Gutiérrez, C., Jiménez, B., Novo, V., Thibault, L.: Strict approximate solutions in set-valued optimization with applications to the approximate Ekeland variational principle. Nonlinear Anal. 73, 3842–3855 (2010)
Gutiérrez, C., Miglierina, E., Molho, E., Novo, V.: Pointwise well-posedness in set optimization with cone proper sets. Nonlinear Anal. 75, 1822–1833 (2012)
Ha, T.X.D.: Some variants of the Ekeland’s variational principle for a set valued map. J. Optim. Theory Appl. 124(1), 187–206 (2005)
Ha, T.X.D.: Optimality conditions for several types of efficient solutions of set-valued optimization problems. In: Pardalos, P., Rassias, T.M, Khan, A.A. (eds.) Nonlinear Analysis and Variational Problems, pp. 305–324. Springer, Heidelberg (2010)
Hamel, A.H.: Equivalents to Ekeland’s variational principle in uniform spaces. Nonlinear Anal. 62(5), 913–924 (2005)
Hamel, A.H.: Translative sets and functions and their applications to risk measure theory and nonlinear separation. IMPA preprint D 21/2006 (2006)
Hamel, A.H., Heyde, F., Löhne, A., Rudloff, B., Schrage, C.: Set optimization–a rather short introduction. In: Hamel, A.H., Heyde, F., Löhne, A., Rudloff, B., Schrage, C. (eds.) Set Optimization and Applications – The State of the Art, From Set Relations to Set-valued Risk Measures, pp. 65–141. Springer (2015)
Hamel, A.H., Heyde, F., Löhne, A., Rudloff, B., Schrage, C.: Set Optimization and Applications - The State of the Art: From Set Relations to Set-valued Risk Measures. Springer, Berlin (2015)
Hamel, A.H., Heyde, F., Rudloff, B.: Set-valued risk measures conical market models. Math. Financ. Econ. 5(1), 1–28 (2010)
Hamel, A.H., Kostner, D.: Cone distribution functions and quantiles for multivariate random variable. J. Multivar. Anal. 167, 97–113 (2018)
Hamel, A.H., Löhne, A.: A minimal point theorem in uniform spaces. In: Agarwal, R.P., O’Regan, D. (eds.) Nonlinear Analysis and Applications: To V. Lakshmikantham on His 80th Birthday, vol. 1, pp. 577–593. Kluwer Academic Publisher, Dordrecht (2003)
Hamel, A.H., Löhne, A.: Minimal elements theorems and Ekeland’s variational principle with set relations. J. Nonlinear Convex Anal. 7, 19–37 (2006)
Hamel, A.H., Löhne, A.: A set optimization approach to zero-sum matrix games with multi-dimensional payoffs. Math. Methods Oper. Res. 88, 369–397 (2018)
Hamel, A.H., Tammer, C.: Minimal elements for product orders. Optimization 57(2), 263–275 (2008)
Hamel, A.H., Visetti, D.: The value functions approach and Hopf-Lax formula for multiobjective costs via set optimization. J. Math. Anal. Appl. 483(1), Article 123605 (2020)
Hamel, A.H., Zălinescu, C.: Minimal elements theorem revisited. J. Math. Anal. Appl. 486(2), Article 123935?? (2020)
Han, Y., Huang, N.J.: Well-posedness and stability of solutions for set optimization problems. Optimization 66(1), 17–33 (2017)
Han, Y., Wang, S.H., Huang, N.J.: Arcwise connectedness of the solution sets for set optimization problems. Oper. Res. Lett. 47, 168–172 (2019)
Hernández, E.: A survey of set optimization problems with set solutions. In: Hamel, A.H., Heyde, F., Löhne, A., Rudloff, B., Schrage, C. (eds.) Set Optimization and Applications – The State of the Art. From Set Relations to Set-valued Risk Measures, pp. 142–158. Springer (2015)
Hernández, E., Rodríguez-Marín, L.: Nonconvex scalarization in set optimization with set-valued maps. J. Math. Anal. Appl. 325, 1–18 (2007)
Hernández, E., Rodríguez-Marín, L.: Existence theorems for set optimization problems. Nonlinear Anal. 67, 1726–1736 (2007)
Hernández, E., Rodríguez-Marín, L.: Lagrangian duality in set-valued optimization. J. Optim. Theory Appl. 134, 119–134 (2007)
Hernández, E., Rodríguez-Marín, L.: Weak and strong subgradients of set-valued maps. J. Optim. Theory Appl. 149, 352–365 (2011)
Hernández, E., Rodríguez-Marín, L., Sama, M.: On solutions of set-valued optimization problems. Comput. Math. Appl. 60, 1401–1408 (2010)
Heyde, F.: Coherent risk measures and vector optimization. In: Küfer, K.-H. et al. (eds.) Multicriteria Decision Making and Fuzzy Systems. Theory, Methods and Applications. Shaker Verlag, Aachen (2006)
Hiriart-Urruty, J.-B.: Tangent cones, generalized gradients and mathematical programming in Banach spaces. Math. Oper. Res. 4(1), 79–97 (1979)
Huang, X.X.: A new variant of Ekeland’s variational principle for set-valued maps. Optimization 52(1), 53–63 (2003)
Ide, J., Köbis, E.: Concepts of efficiency for uncertain multi-objective optimization problems based on set order relations. Math. Methods Oper. Res. 80(1), 99–127 (2014)
Isac, G.: The Ekeland’s principle and the Pareto \(\epsilon \)-efficiency. In: Tamiz, M. (ed.) Multi-Objective Programming and Goal Programming, Theory and Applications, vol. 432. Springer (1996)
Jahn, J.: Vector Optimization: Theory Applications and Extensions. Springer, Berlin (2004)
Jahn, J.: Vectorization in set optimization. J. Optim. Theory Appl. 167, 783–795 (2015)
Jahn, J., Ha, T.X.D.: New order relations in set optimization. J. Optim. Theory Appl. 148, 209–236 (2011)
Jahn, J., Rauh, R.: Contingent epiderivatives and set-valued optimization. Math. Methods Oper. Res. 46(2), 193–211 (1997)
Karaman, E., Güvenç, İ.A., Soyertem, M.: Optimality conditions in set-valued optimization problems with respect to a partial order relation by using subdifferentials. Optimization (2020). https://doi.org/10.1080/02331934.2020.1728270
Karaman, E., Soyertem, M., Güvenç, İ.A.: Optimality conditions in set-valued optimization problem with respect to a partial order relation via directional derivative. Taiwan. J. Math. 24(3), 709–722 (2020)
Karaman, E., Soyertem, M., Güvenç, İ.A., Tozkan, D., Küçük, M., Küçük, Y.: Partial order relations on family of sets and scalarizations for set optimization. Positivity 22(3), 783–802 (2018)
Khan, A.A., Tammer, C., Zălinescu, C.: Set-Valued Optimization - An Introduction with Applications. Springer, Berlin (2015)
Khoshkhabar-Amiranloo, S., Khorram, E., Soleimani-Damaneh, M.: Nonlinear scalarization functions and polar cone in set optimization. Optim. Lett. 11, 521–535 (2017)
Khushboo, Lalitha, C.: Scalarizations for a set optimization problem using generalized oriented distance function. Positivity 23(5), 1195–1213 (2019)
Klamroth, K., Köbis, E., Schöbel, A., Tammer, C.: A unified approach for different concepts of robustness and stochastic programming via nonlinear scalarizing functionals. Optimization 62(5), 649–671 (2013)
Köbis, E.: Variable ordering structures in set optimization. J. Nonlinear Convex Anal. 18, 1571–1589 (2017)
Köbis, E.: Set optimization by means of variable order relations. Optimization 66, 1991–2005 (2017)
Köbis, E., Köbis, M.A.: Treatment of set order relations by means of a nonlinear scalarization functional: a full characterization. Optimization 65(10), 1805–1827 (2016)
Köbis, E., Le, T.T., Tammer, C.: A generalized scalarization method in set optimization with respect to variable domination structure. Vietnam J. Math. 46, 95–125 (2018)
Köbis, E., Le, T.T., Tammer, C., Yao, J.-C.: A new scalarizing functional in set optimization with respect to variable domination structures. Appl. Anal. Optim. 1(2), 301–326 (2017)
Kostner, D.: Multi-criteria decision making via multivariate quantiles. Math. Methods Oper. Res. 91, 73–88 (2020)
Krasnosel’skij, M.A.: Positive Solutions of Operator Equations. P. Noordhoff Ltd., Groningen (1964)
Kuklys, W.: Amartya Sen’s Capability Approach: Theoretical Insights and Empirical Applications. Springer, Berlin (2005)
Kuroiwa, D.: Some criteria in set-valued optimization. Sūrikaisekikenkyūsho K\(\bar{o}\)kyūroku 985, 171–176 (1997)
Kuroiwa, D.: Lagrange duality of set-valued optimization with natural criteria. Sūrikaisekikenkyūsho K\(\bar{o}\)kyūroku 1068 (1998)
Kuroiwa, D.: The natural criteria in set-valued optimization. Sūrikaisekikenkyūsho K\(\bar{o}\)kyūroku 1031, 85–90 (1998)
Kuroiwa, D.: On set-valued optimization. Nonlinear Anal. 47(2), 1395–1400 (2001)
Kuroiwa, D.: Existence theorems of set optimization with set-valued maps. J. Inf. Optim. Sci. 24(1), 73–84 (2003)
Kuroiwa, D., Nuriya, T.: A generalized embedding vector space in set optimization. In: Proceedings of the Fourth International Conference on Nonlinear Analysis and Convex Analysis, pp. 297–304. Yakohama Publishers, Yakohama (2006)
Kuroiwa, D., Tanaka, T., Ha, T.X.D.: On cone convexity of set-valued maps. Nonlinear Anal. 30, 1487–1496 (1997)
Kuwano, I.: Some minimax theorems for set-valued maps and their applications. Nonlinear Anal. 109, 85–102 (2014)
Kuwano, I., Tanaka, T.: Continuity of cone-convex functions. Optim. Lett. 6, 1847–1853 (2012)
Kuwano, I., Tanaka, T., Yamada, S.: Characterization of nonlinear scalarizing functions for set valued maps. In: Takahashi, W., Tanaka, T. (eds.) Nonlinear Analysis and Convex Analysis, pp. 193–204. Yokohama Publishers, Yokohama (2009)
Le, T.T.: Set optimization with respect to variable domination structure. Ph.D. thesis, Martin-Luther-University Halle-Wittenberg (2018)
Le, T.T.: Multiobjective approaches based on variable ordering structures for intensity problems in radiotherapy treatment. Rev. Investig. Oper. 39(3), 426–448 (2018)
Lee, I.-K., Kim, M.-S., Elber, E.: Polynomial/rational approximation of Minkowski sum boundary curves. Graph. Model. Image Process. 60(2), 136–165 (1998)
Li, J.: The optimality conditions for vector optimization of set-valued maps. J. Math. Anal. Appl. 237, 413–424 (1999)
Lin, L.-J.: Optimization of set-valued functions. J. Math. Anal. Appl. 186, 30–51 (1994)
Lozano-Pérez, T.: Spatial planning: a configuration space approach. IEEE Trans. Comput. 32(2), 108–120 (1983)
Luc, D.T.: On scalarizing method in vector optimization. In: Fandel, G., Grauer, M., Kurzhanski, A., Wierzbicki, A.P. (eds.) Large-Scale Modelling and Interactive Decision Analysis. Lecture Notes in Economics and Mathematical Systems, vol 273. Springer, Berlin (1986)
Luc, D.T.: Scalarization of vector optimization problems. J. Optim. Theory Appl. 55, 85–102 (1987)
Luc, D.T.: Theory of Vector Optimization. Springer, Berlin (1989)
Luc, D.T.: Contingent derivative of set-valued maps and applications to vector optimization. Math. Program. Ser. A 50(1), 99–111 (1991)
Maeda, T.: On optimization problems with set-valued objective maps. Appl. Math. Comput. 217, 1150–1157 (2010)
Maeda, T.: On optimization problems with set-valued objective maps: existence and optimality. J. Optim. Theory Appl. 153, 263–279 (2012)
Németh, A.B.: A nonconvex vector minimization problem. Nonlinear Anal. 10(7), 669–678 (1986)
Neukel, N.: Order relations of sets and its application in socio-economics. Appl. Math. Sci. 7, 5711–5739 (2013)
Neukel, N.: Order relations for the cryptanalysis of substitution ciphers on the basis of linguistic data structures as an optimal strategy (2019). http://www.m-hikari.com/fbooks.html
Nishnianidze, M.N.: Fixed points of monotone multivalued operators. Bull. Georg. Acad. Sci. 114(3), 489–491 (1984)
Nishizawa, S., Onodsuka, M., Tanaka, T.: Alternative theorems for set-valued maps based on a nonlinear scalarization. Pac. J. Optim. 1(1), 147–159 (2005)
Pallaschke, D., Urban̆ski, R.: Pairs of Compact Convex Sets. Kluwer Academic Publishers, Dordrecht (2002)
Phelps, R.R.: Convex Functions, Monotone Operators and Differentiability. Springer, Berlin (1989)
Phelps, R.R.: Convex Functions, Monotone Operators and Differentiability, 2nd edn. Springer, Berlin (1993)
Preechasilp, P., Wangkeeree, R.: A note on semicontinuity of the solution mapping for parametric set optimization problems. Optim. Lett. 13, 1085–1094 (2019)
Rubinov, A.M.: Sublinear operators and their applications. Russ. Math. Surv. 32(4), 115–175 (1977)
Sach, P.H.: New nonlinear scalarization functions and applications. Nonlinear Anal. 75(4), 2281–2292 (2012)
Sen, A.: Commodities and Capabilities. Oxford University Press, Oxford (1985)
Serra, J. (ed.): Image Analysis and Mathematical Morphology. Academic Press, London (1982)
Soubeyran, A.: Variational rationality, a theory of individual stability and change, worthwhile and ambidextry behaviors. Preprint, GREQAM, Aix-Marseille University (2009)
Soubeyran, A.: Variational rationality and the unsatisfied man: routines and the course pursuit between aspirations, capabilities and beliefs. Preprint, GREQAM, Aix-Marseille University (2010)
Sun Microsystems: Interval Arithmetic Programming Reference. Palo Alto, USA (2000)
Takahashi, W.: Existence theorems generalizing fixed point theorems for multivalued mappings. In: Baillon, J.-B., Théra, M. (eds.) Fixed Point Theory and Applications. Pitman Research Notes in Mathematics, vol. 252, pp. 397–406. Longman, Harlow (1991)
Tammer, C.: A generalization of Ekeland’s variational principle. Optimization 25(2), 129–141 (1992)
Tammer, C., Zălinescu, C.: Vector variational principles for set-valued functions. Optimization 60, 839–857 (2011)
Young, R.C.: The algebra of many-valued quantities. Math. Ann. 104(1), 260–290 (1931)
Xu, Y.D., Li, S.J.: A new nonlinear scalarization function and applications. Optimization 65(1), 207–231 (2016)
Zaffaroni, A.: Degrees of efficiency and degrees of minimality. SIAM J. Control Optim. 42(3), 1071–1086 (2003)
Zhang, C., Huang, N.: Set optimization problems of generalized semi-continuous set-valued maps with applications. Positivity 25, 353–367 (2021)
Acknowledgements
In this research, the first author was supported by DST-SERB Project No. MTR/2017/000135 and the second author was supported by UGC-Dr. D.S. Kothari Post Doctoral Fellowship (DSKPDF) [F.4-2/2006 (BSR)/MA/19-20/0040]. All the authors acknowledge the constructive comments of the unknown referees which helped in bringing the chapter in the present form.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2021 The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.
About this paper
Cite this paper
Ansari, Q.H., Sharma, P.K. (2021). Set Order Relations, Set Optimization, and Ekeland’s Variational Principle. In: Laha, V., Maréchal, P., Mishra, S.K. (eds) Optimization, Variational Analysis and Applications. IFSOVAA 2020. Springer Proceedings in Mathematics & Statistics, vol 355. Springer, Singapore. https://doi.org/10.1007/978-981-16-1819-2_6
Download citation
DOI: https://doi.org/10.1007/978-981-16-1819-2_6
Published:
Publisher Name: Springer, Singapore
Print ISBN: 978-981-16-1818-5
Online ISBN: 978-981-16-1819-2
eBook Packages: Mathematics and StatisticsMathematics and Statistics (R0)