En juxtaposant les propositions 4 ,
Argmax(R v(t) ) et Argmax(R s ) = Argmin(W v+(s) ) ,
si v + est continue en v(t) alors v + (v(t)) = t. Donc si t ? ? [v = v(t)] alors v + est continue en v(t ? ) et on a t ? = v + (v(t ? )) = v + (v(t)) ,
4 que si v est continue en v + (s) alors v(v + (s)) = s. Donc si s ? ? [v + = v + (s)] alors v est continue en v + (s ? ) et on a s ? = v(v + (s ? )) = v(v + (s)) = s. D'où ,
Soit x ? X, d'après (4.12), on a ?(?, ?) ? I × J, wc(x, ?) ? ? ?? ? ? r(x, ?) ,
résulte d'une application directe de la proposition 4.3.6. Par ailleurs, comme (H) est vérifiée par la fonction wc, il résulte de (4.28) que (4.30) ?(?, ?) ? I ,
= ?, alors en prenant ? = v r (?) dans (4.30), on obtient [wc(., v r (?)) ? v wc (v r (?))] = [v r (?) ? r( ,
Lower Semicontinuous Regularization for Vector-Valued Mappings, Journal of Global Optimization, vol.80, issue.1, pp.283-309, 2006. ,
DOI : 10.1007/978-3-642-65970-6
URL : http://www.unilim.fr/laco/rapports/2004/R2004_06.pdf
Analyse numerique et optimisation : Une introduction a la modelisation mathematique et a la simulation numerique French. Les Éditions de l'École Polytechnique, 2012. ,
On uncertain conical convex optimization problems ,
Absolute and monotonic norms, Numerische Mathematik, vol.63, issue.1, pp.257-264, 1961. ,
DOI : 10.1007/BF01386026
Duality in robust optimization: Primal worst equals dual best, Operations Research Letters, vol.37, issue.1, pp.1-6, 2009. ,
DOI : 10.1016/j.orl.2008.09.010
Information-gap decision theory. Series on Decision and Risk, 2001. ,
Robust optimization, Princeton Series in Applied Mathematics, 2009. ,
DOI : 10.1515/9781400831050
Robust Convex Optimization, Mathematics of Operations Research, vol.23, issue.4, 1998. ,
DOI : 10.1287/moor.23.4.769
Lectures on Modern Convex Optimization : Analysis, Algorithms, and Engineering Applications, MPS-SIAM Series on Optimization . Society for Industrial Mathematics, 2001. ,
DOI : 10.1137/1.9780898718829
URL : http://iew3.technion.ac.il/Labs/Opt/opt/LN/Final.pdf
Robuste optimization methodology and applications, Math. Programm, vol.92, pp.458-480, 2002. ,
Espaces topologiques, fonctions multivoques, 1959. ,
Robust linear optimization under general norms, Operations Research Letters, vol.32, issue.6, pp.510-516, 2004. ,
DOI : 10.1016/j.orl.2003.12.007
URL : http://web.mit.edu/dbertsim/www/papers/Robust%20Optimization/Robust%20Linear%20Optimization%20under%20General%20Norms.pdf
Conjugate duality in convex optimization, 2010. ,
Robust duality in paremetric convex optimization. Set-Valued Var, Anal, vol.21, pp.177-189, 2013. ,
A weaker regularity condition for subdifferential calculus and Fenchel duality in infinite dimensional spaces, Nonlinear Analysis: Theory, Methods & Applications, vol.64, issue.12, pp.2787-2804, 2006. ,
DOI : 10.1016/j.na.2005.09.017
Espaces vectoriels topologiques. Eléments de mathématique, 1981. ,
Analyse fonctionnelle. Collection Mathématiques Appliquées pour la Maîtrise, p.134, 1983. ,
A dual condition for the convex subdifferential sum formula with applications, J. Convex Anal, vol.12, pp.279-290, 2005. ,
Generalized Goal Programming: polynomial methods and applications, Mathematical Programming, pp.281-303, 2002. ,
DOI : 10.1007/s10107-002-0303-4
URL : http://www.mathematik.uni-dortmund.de/lsx/fliege/paper/BEIF108.ps
Programming with linear fractional functionals, Naval Research Logistics Quarterly, vol.3, issue.3-4, pp.181-186, 1962. ,
DOI : 10.1002/nav.3800090303
Sur une notion de robustesse, Ann. I.S.U.P, vol.56, issue.2-3, pp.37-48, 2012. ,
URL : https://hal.archives-ouvertes.fr/hal-01334825
Sous-différentiels de fonctions convexes composées, Ann. Math. Qué, vol.18, pp.119-148, 1994. ,
Contributions à l'étude des fonctions quasiconvexes. Thesis, 1977. ,
Duality in generalized linear fractional programming, Mathematical Programming, pp.342-354, 1983. ,
DOI : 10.1007/bf02592224
URL : https://link.springer.com/content/pdf/10.1007%2FBF02592224.pdf
An algorithm for generalized fractional programs, Journal of Optimization Theory and Applications, vol.26, issue.1, pp.35-49, 1985. ,
DOI : 10.1007/BF00941314
Algorithms for generalized fractional programming, Mathematical Programming, pp.191-207, 1991. ,
DOI : 10.1007/BF01582887
Functional inequalities and theorems of the alternative involving composite functions, Journal of Global Optimization, vol.18, issue.1, pp.837-863, 2014. ,
DOI : 10.1142/5021
URL : https://hal.archives-ouvertes.fr/hal-00866946
On Nonlinear Fractional Programming, Management Science, vol.13, issue.7, pp.492-498, 1967. ,
DOI : 10.1287/mnsc.13.7.492
General topology, 1984. ,
DOI : 10.1007/978-1-4757-4032-5
On $\Phi $-Convexity in Extremal Problems, SIAM Journal on Control and Optimization, vol.16, issue.2, pp.277-300, 1978. ,
DOI : 10.1137/0316018
Robust Solutions to Least-Squares Problems with Uncertain Data, SIAM Journal on Matrix Analysis and Applications, vol.18, issue.4, pp.1035-1064, 1997. ,
DOI : 10.1137/S0895479896298130
A simplified conjugation scheme for lower semi-continuous functions. Optimization, pp.751-763, 2016. ,
DOI : 10.1080/02331934.2015.1080700
A note on generalized inverses, Mathematical Methods of Operations Research, vol.28, issue.11, pp.423-432, 2013. ,
DOI : 10.1214/lnms/1215452606
Zero duality gap and attainment with possibly nonconvex data, J. Convex Anal, vol.23, issue.2, pp.615-629, 2016. ,
URL : https://hal.archives-ouvertes.fr/hal-01481759
On the substitution rule for Lebesgue???Stieltjes integrals, Expositiones Mathematicae, vol.30, issue.4, pp.412-418, 2012. ,
DOI : 10.1016/j.exmath.2012.09.002
A Note on Generalized Inverses of Distribution Function and Quantile Transformation, Applied Mathematics, vol.03, issue.12, pp.2098-2100, 2012. ,
DOI : 10.4236/am.2012.312A289
On a notion of subdifferentiability for non-convex functions. Optimization, pp.1-8, 1995. ,
The S-procedure and the duality relation in convex quadratic programming problems, Vestnik Leningrad. Univ, vol.6, issue.2, pp.101-109, 1979. ,
Linear Semi-Infinite Optimization. Wiley Series in Mathematical Methods in Practice, 1998. ,
DOI : 10.1007/978-1-4899-8044-1_3
Level sets relaxation, epigraphical relaxation and conditioning in optimization, Positivity, vol.25, issue.2, pp.769-795, 2015. ,
DOI : 10.4171/RMI/643
URL : https://hal.archives-ouvertes.fr/hal-01128309
Handbook of generalized convexity and generalized monotonicity, volume 76 of Nonconvex Optimization and its Applications, 2005. ,
Robust solutions to l 1 , l 2 ,and l ? uncertain linear approximation problems using convex optimazation, Proceedings of the American Control Conference, pp.3487-3491, 1998. ,
DOI : 10.1109/acc.1998.703249
Stability radii of linear systems, Systems & Control Letters, vol.7, issue.1, pp.1-10, 1986. ,
DOI : 10.1016/0167-6911(86)90094-0
Fundamentals of Convex Analysis. Grundlehren Text Editions, 2001. ,
Convex Analysis and Minimization Algorithms I : Fundamentals. Grundlehren der mathematischen Wissenschaften 305, 1993. ,
Strong Duality in Robust Convex Programming: Complete Characterizations, SIAM Journal on Optimization, vol.20, issue.6, pp.3384-3407, 2010. ,
DOI : 10.1137/100791841
Quasi-and pseudo-inverses of monotone functions, and the construction of t-norms. Fuzzy Sets and Systems, pp.3-13, 1999. ,
Robust conjugate duality for convex optimization under uncertainty with application to data classification, Nonlinear Analysis: Theory, Methods & Applications, vol.74, issue.6, pp.2327-2341, 2011. ,
DOI : 10.1016/j.na.2010.11.036
Theory of vector Optimization, 1989. ,
DOI : 10.1007/978-3-642-50280-4
Generalized Convex Duality and its Economic Applicatons . Nonconvex Optimization and Its Application, Handbook of generalized convexity and generalized monotonicity, p.76, 2005. ,
Fifth-Order Methods for the Numerical Solution of Ordinary Differential Equations, Journal of the ACM, vol.9, issue.1, pp.64-70, 1962. ,
DOI : 10.1145/321105.321112
Fonctionnelles convexes, 1966. ,
Inf-convolution, sous-additivité, convexité des fonctions numériques, J. Math. Pures Appl, vol.49, pp.109-154, 1970. ,
What is quasiconvex analysis ? Optimization, pp.35-110, 2000. ,
DOI : 10.1080/02331930008844469
Conjugacies adapted to lower semicontinuous functions. Optimization, pp.473-494, 2015. ,
DOI : 10.1080/02331934.2013.796472
URL : https://hal.archives-ouvertes.fr/hal-01451201
Semi-continuous mappings in general topology, Archiv der Mathematik, vol.5, issue.1, pp.158-166, 1982. ,
DOI : 10.1007/BF01304771
On Quasi-Convex Duality, Mathematics of Operations Research, vol.15, issue.4, pp.4597-625, 1990. ,
DOI : 10.1287/moor.15.4.597
Surrogate Programming and Multipliers in Quasi-convex Programming, SIAM Journal on Control and Optimization, vol.42, issue.6, pp.1994-2003, 2004. ,
DOI : 10.1137/S0363012902327819
Extension of Fenchel? duality theorem for convex functions, Duke Mathematical Journal, vol.33, issue.1, pp.81-90, 1966. ,
DOI : 10.1215/S0012-7094-66-03312-6
Convex analysis. Princeton Mathematical Series, 1970. ,
Conjugate duality and optimization Lectures given at the Johns Hopkins University, Conference Board of the Mathematical Sciences Regional Conference Series in Applied Mathematics, 1973. ,
Abstract Convexity and Global Optimization. Nonconvex Optimization and Its Application, p.44, 2000. ,
DOI : 10.1007/978-1-4757-3200-9
Parameter-free convex equivalent and dual programs of fractional programming problems, Zeitschrift f??r Operations Research, vol.19, issue.5, pp.187-196, 1974. ,
DOI : 10.1007/BF02026600
Abstract convex analysis. Canadian Mathematics Series of Monographs and Texts, 1997. ,
The mighty maximin. Working paper No. M.S-02-08, 2008. ,
Technical Note???Convex Programming with Set-Inclusive Constraints and Applications to Inexact Linear Programming, Operations Research, vol.21, issue.5, pp.1154-1157, 1973. ,
DOI : 10.1287/opre.21.5.1154
Fractional Programming : Theory, Methods and Applications . Mathematics and Its Applications 409, 1997. ,
Convex programs with an additional reverse convex constraint, Journal of Optimization Theory and Applications, vol.1, issue.3, pp.463-486, 1987. ,
DOI : 10.1007/BF00938217
Even convexity, subdifferentiability, and ??-regularization in general topological vector spaces, Journal of Mathematical Analysis and Applications, vol.429, issue.2, pp.956-968, 2015. ,
DOI : 10.1016/j.jmaa.2015.04.051
Conjugaison par tranches, Annali di Matematica Pura ed Applicata, vol.896, issue.n. 2, pp.279-312, 1985. ,
DOI : 10.4153/CJM-1949-007-x
Conjugaison par tranche et dualité de toland. Optimization, pp.633-642, 1987. ,
DOI : 10.1080/02331938708843277
Duality for Closed Convex Functions and Evenly Convex Functions, Journal of Optimization Theory and Applications, vol.139, issue.3, pp.985-997, 2015. ,
DOI : 10.1007/BF01766858
URL : https://hal.archives-ouvertes.fr/hal-01326216
Maximally Stable Numerical Integration, Journal of the Society for Industrial and Applied Mathematics, vol.8, issue.3, pp.537-540, 1960. ,
DOI : 10.1137/0108038
Robust Regression and Lasso, IEEE Transactions on Information Theory, vol.56, issue.7, pp.3561-3574, 2010. ,
DOI : 10.1109/TIT.2010.2048503
Characterizing optimality in mathematical programming models, Acta Applicandae Mathematicae, vol.17, issue.18, pp.113-180, 1988. ,
DOI : 10.1007/BF02109595