Convergence rate analysis for averaged fixed point iterations in the presence of Hölder regularity

نویسندگان

  • Jonathan M. Borwein
  • Guoyin Li
  • Matthew K. Tam
چکیده

In this paper, we establish sublinear and linear convergence of fixed point iterations generated by averaged operators in a Hilbert space. Our results are achieved under a bounded Hölder regularity assumption which generalizes the well-known notion of bounded linear regularity. As an application of our results, we provide a convergence rate analysis for Krasnoselskii– Mann iterations, the cyclic projection algorithm, and the Douglas–Rachford feasibility algorithm along with some variants. In the important case in which the underlying sets are convex sets described by convex polynomials in a finite dimensional space, we show that the Hölder regularity properties are automatically satisfied, from which sublinear convergence follows. MSC(2010). Primary 41A25, 90C25; Secondary 41A50, 90C31

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تاریخ انتشار 2015