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Approximate Jacobian matrices for nonsmooth continuous maps and C-1-optimization

机译:非光滑连续图和C-1优化的近似Jacobian矩阵

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摘要

The notion of approximate Jacobian matrices is introduced for a continuous vector-valued map. It is shown, for instance, that the Clarke generalized Jacobian is an approximate Jacobian for a locally Lipschitz map. The approach is based on the idea of convexificators of real-valued functions. Mean value conditions for continuous vector-valued maps and Taylor's expansions for continuously Gateaux differentiable functions (i.e., C-1-functions) are presented in terms of approximate Jacobians and approximate Hessians, respectively. Second-order necessary and sufficient conditions for optimality and convexity of C-1-functions are also given. [References: 35]
机译:对于连续的矢量值映射,引入了近似雅可比矩阵的概念。例如,表明克拉克广义雅可比行列式是局部Lipschitz映射的近似雅可比行列式。该方法基于实值函数的凸化器的思想。连续矢量值映射的均值条件和连续Gateaux微分函数(即C-1-函数)的Taylor展开分别以近似Jacobian和近似Hessian表示。还给出了C-1函数的最优性和凸性的二阶充要条件。 [参考:35]

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