Abstract
We point out some connections between the different subjects of the title. We also present a simple approach to the viscosity selection principle of H. Attouch which avoids the use of epi-convergence.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsPreview
Unable to display preview. Download preview PDF.
References
D. Aussel, J.-N. Corvellec and M. Lassonde, Nonsmooth constrained optimization and multidirectional mean value inequalities, SIAM J. Optim., to appear.
H. Attouch, Viscosity solutions of minimization problems, epi-convergence and scaling, Séminaire d’Analyse Convexe, Montpellier, vol 22 (1992), 8.1-8.48.
H. Attouch, Viscosity solutions of minimization problems, SIAM J. Optim. 6(3) (1996), 769–806.
H. Attouch and D. Azé, Approximation and regularization of arbitrary functions in Hilbert spaces by the Lasry-Lions method, Ann. Institut H. Poincaré Anal, non linéaire 10(3) (1993), 289–312.
D. Azé and A. Rahmouni, Intrinsic bounds for Kuhn-Tucker points of perturbed convex programs, in “ Recent developments in optimization, Seventh French-German Conference on Optimization”, R. Durier and C. Michelot (eds), Lecture Notes in Economics and Math. Systems # 429 Springer Verlag, Berlin (1995), 17–35.
V. Barbu, Nonlinear semigroups and differential equations in Banach spaces, Ed. Academiei Rep. socialiste romania (Bucharest)-Noordhoff (Leyden) (1976).
E.N. Barron and W. Liu, Calculus of variations in L∞, Applied Math. Opt. 35 (1997), 237–243.
E.N. Barron, R. Jensen and W. Liu, Hopf-Lax formula for u t+ H(u, Du) = 0. J. Differ. Eq. 126 (1996), 48–61.
J.M. Borwein, J. S. Treiman and Q.J. Zhu, Necessary conditions for constrained optimization problems with semicontinuous and continuous data, Trans. Amer. Math. Soc. 350 (1998), 2409–2429.
J.M. Borwein, Q.J. Zhu, Viscosity solutions and viscosity subderivatives in smooth Banach spaces with applications to metric regularity, SIAM J. Control and Optim. 34(5) (1996), 1568–1591.
J.M. Borwein and Q.J. Zhu, A survey of subdifferential calculus with applications, to appear in J. Nonlinear Anal. Th. Meth. Appl.
M. Bougeard, J.-P. Penot, Approximation and decomposition properties of some classes of locally d. c. functions, Math. Program. 41 (1988), 195–227.
M. Bougeard, J.-P. Penot and A. Pommellet, Towards minimal assumptions for the infimal convolution regularization, J. Approx. Th. 64(3) (1991), 245–270.
H. Brézis, Opérateurs maximaux monotones, North Holland, Amsterdam, 1973.
F.E. Browder, Nonlinear variational inequalities and maximal monotone mappings in Banach spaces, Math. Ann. 183 (1969), 213–231.
G. Chavent, Strategies for the regularization of nonlinear least squares problems, in “Inverse problems in diffusion processes”, H.W. Engl and W. Rundell (eds.), SIAM-GAMM, SIAM Philadelphia (1995), 217-232.
G. Chavent and K. Kunish, Convergence of Tikhonov regularization for constrained ill-posed inverse problems, Inverse Problems 10 (1994), 63–76.
G. Chavent and K. Kunish, On weakly nonlinear inverse problems, SIAM J. Appl Math. 56(2) (1996), 542–572.
F.H. Clarke and Yu. S. Ledyaev, Mean value inequalities in Hilbert spaces, Trans. Amer. Math. Soc. 344 (1994), 307–324.
F.H. Clarke, Yu. S. Ledyaev, R.J. Stern, Complements, approximations, smoothings and invariance properties, J. Convex Anal. 4(2) (1997), 189–219.
F.H. Clarke, R.J. Stern, P.R. Wolenski, Proximal smoothness and the lower-C 2 property, J. Convex Anal. 2 (1995), 117–144.
A. Gioan, Regularized minimization under weaker hypotheses, Appl Math. Optim. 8 (1981), 59–67.
C.W. Groetsch, The theory of Tychonov regularization for Fredholm equations of the first kind, Research Notes in Maths 105, Pitman, Boston, 1984.
A.D. Ioffe, Fuzzy principles and characterization of trustworthiness, Set-Valued Anal. 6 (3) (1998), to appear.
G. Isac and M. Théra, Complementary problem and the existence of postcritical equilibrium state of the thin elastic plate, Séminaire d’Analyse numérique, Université Paul Sabatier, Toulouse III (1985–1986), XI-1-XI-27.
A. Kaplan and R. Tichatschke, Stable methods for ill-posed variational problems. Prox-regularization of elliptic variational inequalities and semiinfinite optimization problems, Akademie Verlag, Berlin, 1994.
A. Kaplan and R. Tichatschke, Proximal point methods and nonconvex optimization, J. Global Opt. 13 (4) (1998).
M. Lassonde, First order rules for nonsmooth constrained optimization, preprint, Univ. Antilles-Guyane, Pointe-à-Pitre, 1998
J.-P. Penot, A characterization of tangential regularity, Nonlinear Anal. Th. Meth. Appl. 25(6) (1981), 625–643.
J.-P. Penot, Compact nets, filters and relations, J. Math. Anal Appl. 93(2) (1983), 400–417.
J.-P. Penot, Conditioning convex and nonconvex problems, J. Optim. Th. Appl. 90(3) (1995), 539–548.
J.-P. Penot, Are generalized derivatives useful for generalized convex functions? in “Generalized convexity, generalized monotonicity: recent results”, J.-P. Crouzeix et al (eds), Kluwer, Dordrecht (1998), 3-59.
J.-P. Penot, Proximal mappings, J. Approx. Theory, 94 (1998), 203–221.
J.-P. Penot, Well-behavior, well-posedness and nonsmooth analysis, Pliska Stud. Math. Bulgar. 12 (1998), 1001–1050.
J.-P. Penot, What is quasiconvex analysis?, Optimization, to appear.
J.-P. Penot and R. Ratsimahalo, On the Yosida approximation of operators, preprint, Univ. of Pau, 1997, revised July 1998.
J.-P. Penot and C. Zălinescu, Harmonic sum and duality, preprint, Univ. of Pau, 1999.
J.-P. Penot and C. Zălinescu, Elements of quasiconvex subdifferential calculus, preprint (1998), J. Convex Anal., to appear.
J.-P. Penot and C. Zălinescu, Regularization of quasiconvex functions, in preparation.
F. Plastria, Lower subdifferentiable functions and their minimization by cutting plane, J. Optim. Th. Appl. 46(1) (1994), 37–54.
R.T. Rockafellar, Convex Analysis, Princeton Univ. Press, Princeton, N.J., 1970.
R.T. Rockafellar and R. J-B. Wets, Variational Analysis, Springer-Verlag, Berlin, 1997.
A. Seeger, Direct and inverse addition in convex analysis and applications, J. Math. Anal. Appl. 148 (1990), 317–341.
A. Seeger, M. Volle, On a convolution operation obtained by adding level sets: classical and new results, Recherche Opérationnelle 29 (1995), 131–154.
A. Tikhonov et V. Arsénine, Méthodes de résolution de problèmes mal posés, Mir, Moscow, (1976).
S. Traore and M. Volle, Quasi-convex conjugation and Mosco convergence, Richerche di Mat. 44(2) (1995), 369–388.
S. Traore and M. Volle, Dualité pour la minimization du maximum de deux fonctions convexes: applications à la somme en niveaux des fonctions convexes, preprint, Univ. of Avignon, (1996).
S. Traoré and M. Volle, Epiconvergence d’une suite de sommes en niveaux de fonctions convexes, preprint, Univ. of Avignon, (1996).
M. Volle, Duality for the level sum of quasiconvex functions and applications, ESAIM: Control, Optimisation and Calculus of Variations, 3 (1998), 329–343, http://www.emath.fr/cocv/
C. Zălinescu, On an abstract control problem, Numer. Fund. Anal. Appl. 2(6) (1980), 531–542.
C. Zălinescu, Stability for a class of nonlinear optimization problems and applications, in “Nonsmooth Optimization and Related Topics”, F.H. Clarke, V.F. Dem’yanov and F. Giannessi, eds, Plenum Press, New York, (1989), 437–458.
C. Zălinescu, A note on d-stability of convex programs and limiting Lagrangians, Math. Progr. 53 (1992), 267–277.
C. Zälinescu, Mathematical programming in infinite dimensional normed linear spaces (Rumanian) Editura Academiei, Bucharest (1998), French translation to appear.
E. Zeidler, Nonlinear Functional Analysis and its Applications, Springer Verlag, Berlin, (1990).
Q.J. Zhu, The equivalence of several basic theorems for subdifferentials, Set-Valued Anal. 6(2) (1998), 171–185.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 1999 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Penot, JP. (1999). Some Links Between Approximation, Nonsmooth Analysis, Penalization and Regularization. In: Théra, M., Tichatschke, R. (eds) Ill-posed Variational Problems and Regularization Techniques. Lecture Notes in Economics and Mathematical Systems, vol 477. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-45780-7_13
Download citation
DOI: https://doi.org/10.1007/978-3-642-45780-7_13
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-66323-2
Online ISBN: 978-3-642-45780-7
eBook Packages: Springer Book Archive