Abstract
This paper is an introduction to the present volume. It is first shown that quasidifferentiable functions form a very distinct class of nondifferentiable functions. This and other papers in this volume demonstrate that we do not need to consider any other class of nonsmooth functions at least from the point of view of first-order approximation. The heart of quasidifferential calculus is the concept of a quasidifferential—this replaces the concept of a gradient in the smooth case and that of a subdifferential in the convex case.
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References
F.H. Clarke, “Generalized gradients and applications”, Transactions of the American Mathematical Society 205 (1975) 247–262.
J.M. Danskin, The theory of max-min (Springer-Verlag, New York, 1967).
V.A. Demidova and V.F. Demyanov, “A directional implicit function theorem for quasidifferentiable functions”, Working Paper WP-83-125, International Institute for Applied Systems Analysis (Laxenburg, Austria, 1983).
V.F. Demyanov, “On a relation between the Clarke subdifferential and the quasidifferential”, Vestnik Leningradskogo Universiteta 13 (1980) 18–24 (translated in Vestnik Leningrad University Mathematics 13 (1981) 83–189).
V.F. Demyanov, “Quasidifferentiable functions: Necessary conditions and descent directions”, Working Paper WP-83-64, International Institute for Applied Systems Analysis (Laxenburg, Austria, 1983). (See also this volume, pp. 20–43).
V.F. Demyanov and V.N. Malozemov, Introducton to minimax, (Wiley, New York, 1974).
V.F. Demyanov and A.M. Rubinov, “On quasidifferentiable functionals”, Doklady Akademii Nauk SSSR 250 (1980) 21–25 (translated in Soviet Mathematics Doklady 21 (1980) 14–17).
V.F. Demyanov and A.M. Rubinov, “On some approaches to nonsmooth optimization problems” (in Russian), Ekonomika i Matematicheskie Metody 17 (1981) 1153–1174.
V.F. Demyanov and A.M. Rubinov, “Elements of quasidifferentiable calculus” (in Russian), in: V.F. Demyanov, ed., Nonsmooth Problems of Control Theory and Optimization (Leningrad University Press, Leningrad, 1982) pp. 5–127.
V.F. Demyanov and A.M. Rubinov, “On quasidifferentiable mappings”, Mathematische Operations Forschung und Statistik, Series Optimization 14 (1) (1983) 3–21.
V.F. Demyanov and I.S. Zabrodin, “Directional differentiability of a continual maximum function of quasidifferentable functions”, Working Paper WP-83-58, International Institute for Applied Systems Analysis (Laxenburg, Austria, 1983). (See also this volume, pp. 108–117).
V.F. Demyanov, S. Gamidov and T.I. Sivelina, “An algorithm for minimizing a certain class of quasidifferentiable functions”, Working Paper WP-83-122, International Institute for Applied Systems Analysis (Laxenburg, Austria, 1983). (See also this volume, pp. 74–84).
V.F. Demyanov, L.N. Polyakova and A.M. Rubinov, “On one generalization of the concept of subdifferential”, in All Union Conference on Dynamic Control: Abstracts of Reports (Sverdlovsk, 1979) pp. 79–84.
W. Fenchel, “On conjugate convex functions”, Canadian Journal of Mathematics 1 (1949) 73–77.
A.A. Goldstein, “Optimization of Lipschitzian continuous functions”, Mathematical Programming 13 (1977) 14–22.
J.-B. Hiriart-Urruty, “New concepts in nondifferentiable programming”, Bulletin Société Mathématique de France, Mémoire 60 (1979) 57–85.
A.D. Ioffe, “Nonsmooth analysis: Differential calculus of nondifferentiable mappings”, Transactions of the American Mathematical Society 26 (1981) 1–56.
A.Ya. Kruger and B.S. Mordukhovich, “Extremal points—the Euler equation in nonsmooth optimization problems”, Doklady of the Byelorussian Academy of Sciences, 24 (1980) 684–687.
C. Lemarechal and R. Mifflin, eds., Nonsmooth optimization (Pergamon Press, New York, 1977).
D. Melzer, “Expressibility of piecewise linear continuous functions as a difference of two piecewise linear convex functions”. (See this volume pp. 118–134).
J.-J. Moreau, “Fonctionelles sous-différentiables”, Comptes Rendus de l’Academie des Sciences de Paris 257 (1963) 4117–4119.
J.-P. Penot, “Calcus sous-differentiél et optimization”, Journal of Functional Analysis 27 (1978) 248–276.
B.N. Pschenichnyi, Convex analysis and extremal problems (Nauka, Moscow, 1980).
L.N. Polyakova, “Necessary conditions for an extremum of quasidifferentiable functions” (in Russian), Vestnik Leningradskogo Universiteta 13 (1980) 57–62 (translated in Vestnik Leningrad University Mathematics 13 (1981) 241–247).
L.N. Polyakova, “On the minimization of a quasidifferentiable function subject to equality-type quasidifferentiable constraints”. Collaborative Paper, CP-84-27, International Institute for Applied Systems Analysis (Laxenburg, Austria, 1984). (See also this volume, pp. 44–55).
L.N. Polyakova, “On the minimization of the sum of a convex function and a concave function”. Collaborative Paper, CP-84-28, International Institute for Applied Systems Analysis (Laxenburg, Austria, 1984). (See also this volume, pp. 69–73).
R.T. Rockafellar, Convex analysis (Princeton University Press, Princeton, New Jersey, 1970).
R.T. Rockafellar, The theory of subgradients and its applications to problems of optimization (Lecture Notes Series, Montreal University Press, Montreal, 1978).
A.M. Rubinov and A.A. Yagubov, “The space of star-shaped sets and its applications in nonsmooth optimization”, Collaborative Paper CP-84-28, International Institute for Applied Systems Analysis (Laxenburg, Austria, 1984). (See also this volume, pp. 176–202).
A. Shapiro, “Quasidifferential calculus and first-order optimality conditions in nonsmooth optimization”. SIAM Journal on Control and Optimization 23 (4) (1984) 610–617.
N.Z. Shor, “On one class of almost-differentiable functions and a method for minimizing functions of this class”, Kibernetika 4 (1972) 65–70.
J. Warga, “Derivative containers, inverse functions and controllability”, in: D.L. Russel, eds., Calculus of variations and control theory (Academic Press, New York, 1976) pp. 13–45.
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Demyanov, V.F., Polyakova, L.N., Rubinov, A.M. (1986). Nonsmoothness and quasidifferentiability. In: Demyanov, V.F., Dixon, L.C.W. (eds) Quasidifferential Calculus. Mathematical Programming Studies, vol 29. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0121133
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DOI: https://doi.org/10.1007/BFb0121133
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