articleSIAM Journal on OptimizationJan 1, 2007Closed access

The Łojasiewicz Inequality for Nonsmooth Subanalytic Functions with Applications to Subgradient Dynamical Systems

Universitat Autònoma de Barcelona

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Abstract

Given a real‐analytic function $f:\mathbb{R}^{n} \rightarrow \mathbb{R}$ and a critical point $a \in \mathbb{R}^{n}$, the Łojasiewicz inequality asserts that there exists $\theta\in\lbrack\frac{1}{2},1)$ such that the function $|f-f(a)|^{\theta}\,\Vert\nabla f\Vert^{-1}$ remains bounded around a. In this paper, we extend the above result to a wide class of nonsmooth functions (that possibly admit the value $+\infty$), by establishing an analogous inequality in which the derivative $\nabla f(x)$ can be replaced by any element $x^{\ast}$ of the subdifferential $\partial f(x)$ of f. Like its smooth version, this result provides new insights into the convergence aspects of subgradient‐type dynamical systems.…

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Authors

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Topics & keywords

Keywords
  • Subgradient method
  • Mathematics
  • Nabla symbol
  • Bounded function
  • Convex function
  • Function (biology)
  • Subderivative
  • Dynamical systems theory
UN Sustainable Development Goals
  • Reduced inequalities
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