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Projected gradient iteration for nonlinear operator equation
Authors:Wei HuangDi-Rong Chen
Institution:
  • Department of Mathematics, and LMIB, Beijing University of Aeronautics and Astronautics, Beijing 100191, PR China
  • Abstract:In this paper, we use a projected gradient algorithm to solve a nonlinear operator equation with ?p-norm (1<p≤2) constraint. Gradient iterations with ?p-norm constraints have been studied recently both in the context of inverse problem and of compressed sensing. In this paper, the constrained gradient iteration is implemented via a projected operator. We establish the ?2-norm convergence of sequence constructed by the constrained gradient iteration when p∈(1,2]. The performance of the method is testified by a numerical example.
    Keywords:Projected gradient iteration  _method=retrieve&  _eid=1-s2  0-S0377042711002275&  _mathId=si7  gif&  _pii=S0377042711002275&  _issn=03770427&  _acct=C000053510&  _version=1&  _userid=1524097&  md5=73ecbfd03166377a6cd979e0d1ce8122')" style="cursor:pointer  ?p-norm constrain" target="_blank">" alt="Click to view the MathML source" title="Click to view the MathML source">?p-norm constrain  Fré  chet differentiable  Shrinkage operator
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