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zbMATH Open
Article . 1987
Data sources: zbMATH Open
SIAM Journal on Control and Optimization
Article . 1987 . Peer-reviewed
Data sources: Crossref
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Nonsmooth Calculus in Finite Dimensions

Nonsmooth calculus in finite dimensions
Authors: Ward, D. E.; Borwein, J. M.;

Nonsmooth Calculus in Finite Dimensions

Abstract

New calculus rules are given for the Clarke generalized gradient \(\partial f\) of a general lower semicontinuous function \(f: {\mathbb{R}}^ n\to {\mathbb{R}}\cup \{\pm \infty \}\). These include rules for computing \(\partial f\) when \(f=f_ 1+f_ 2\circ F\) in cases where \(f_ 1\), \(f_ 2\) are l.s.c. and F is either stricly differentiable or isotone. Basing their analysis upon the generalized upper directional derivative \(f^{\uparrow}(x;v)\), the authors obtain the weakest conditions to date under which such formulas are valid; their method also readily yields conditions for equality in the formulae. Among the consequences of the new calculus rules are new necessary conditions for constrained mathematical programming problems, new formulae for the calculus of (Clarke) normal and tangent cones, and all the known results for the finite-dimensional subgradient calculus of convex functions. Other forms of generalized derivatives (contingent, Ursescu, etc.) are discussed, and there is a wealth of insightful commentary.

Country
Australia
Keywords

normal and tangent cones, convex functions, upper subderivative, Derivatives of functions in infinite-dimensional spaces, lower semicontinuous function, subdifferential regularity, Nonsmooth analysis, subgradient, 510, Clarke tangent cone, Clarke generalized gradient, contingent cone, Nonlinear programming, generalized upper directional derivative, Differentiation theory (Gateaux, Fréchet, etc.) on manifolds, isotone, mathematical programming, stricly differentiable

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
58
Top 10%
Top 10%
Top 10%
bronze