Abstract
We review the two main concepts of generalized second-order derivative of a nonconvex function f and we relate them. Then we turn to the calculus of these derivatives in the case f is a composite function goh with g a closed proper convex function and h a twice differentiable function. Finally we clarify the way of obtaining optimality conditions for such functions which play a key role in optimization theory and in applications.
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Penot, J.P. (1992). Second-Order Generalized Derivatives: Comparisons of Two Types of Epi-Derivatives. In: Oettli, W., Pallaschke, D. (eds) Advances in Optimization. Lecture Notes in Economics and Mathematical Systems, vol 382. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-51682-5_5
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DOI: https://doi.org/10.1007/978-3-642-51682-5_5
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