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The Clarke subdifferential is a set-valued generalization of the derivative for nonsmooth and nonconvex functions, providing a way to analyze and optimize such functions in a manner similar to the role of the gradient in smooth optimization. It is particularly useful in nonsmooth optimization, control theory, and variational analysis, as it allows for the definition of critical points and descent directions even when traditional derivatives do not exist.
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