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Kurdyka–Łojasiewicz Property of Zero-Norm Composite Functions

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This paper focuses on a class of zero-norm composite optimization problems. For this class of nonconvex nonsmooth problems, we establish the Kurdyka–Łojasiewicz property of exponent being a half for its… Click to show full abstract

This paper focuses on a class of zero-norm composite optimization problems. For this class of nonconvex nonsmooth problems, we establish the Kurdyka–Łojasiewicz property of exponent being a half for its objective function under a suitable assumption and provide some examples to illustrate that such an assumption is not very restricted which, in particular, involve the zero-norm regularized or constrained piecewise linear–quadratic function, the zero-norm regularized or constrained logistic regression function, the zero-norm regularized or constrained quadratic function over a sphere.

Keywords: zero norm; kurdyka ojasiewicz; norm; ojasiewicz property; norm composite

Journal Title: Journal of Optimization Theory and Applications
Year Published: 2021

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