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Approximations of Subdifferentials

In: Introduction to Nonsmooth Optimization

Author

Listed:
  • Adil Bagirov

    (School of Information Technology and Mathematical Sciences, University of Ballarat)

  • Napsu Karmitsa

    (University of Turku)

  • Marko M. Mäkelä

    (University of Turku)

Abstract

In practice, the computation of subdifferential is not an easy task. In this chapter, we first consider some families of set-valued mappings that can be used to approximate subdifferentials. Then we define the concept of a discrete gradient that can be used as an approximation of the subgradient at a given point. Finally, we introduce the notion of piecewise partially separable functions and study their properties. In particular, we describe how to calculate the discrete gradient for a piecewise partially separable function.

Suggested Citation

  • Adil Bagirov & Napsu Karmitsa & Marko M. Mäkelä, 2014. "Approximations of Subdifferentials," Springer Books, in: Introduction to Nonsmooth Optimization, edition 127, chapter 0, pages 169-197, Springer.
  • Handle: RePEc:spr:sprchp:978-3-319-08114-4_6
    DOI: 10.1007/978-3-319-08114-4_6
    as

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