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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao https://doi.org/10.1...arrow_drop_down
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
https://doi.org/10.1007/bfb006...
Part of book or chapter of book . 1983 . Peer-reviewed
License: Springer TDM
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The approximate first-order and second-order directional derivatives for a convex function

Authors: J. -B. Hiriart-Urruty;

The approximate first-order and second-order directional derivatives for a convex function

Abstract

The introduction of the approximate subdifferential of a convex function has been proved to be useful in convex optimization, from the theoretical viewpoint as well as for the purposes of devising algorithms. Within the context of necessary and sufficient conditions for almost optimality, it was known from the beginning that to claim that a point x ° is an ~-minimum of f is equivalent to declaring that 0 belongs to the ~-subdifferential of f at x o. From the point of view of minimization procedures, it iswidely recognized that ~-subgradient methods can be more usable than methods using exact subgradients. That is mainly due to the fact that it is often easier to have access to an ~-subgradient than to a subgradient. For what concerns the study and the use of ~-subdifferentials, the past sixteen years can roughly be divided into three periods of time :

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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!
9
Average
Top 10%
Average
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