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[02053] An efficient preconditioner for the Riemannian trust-region method on the manifold of fixed-rank matrices

  • Session Time & Room : 5B (Aug.25, 10:40-12:20) @E603
  • Type : Contributed Talk
  • Abstract : In 2010, Vandereycken and Vandewalle proposed a preconditioner for the Riemannian trust-region (RTR) method on the manifold of symmetric positive semidefinite matrices of fixed rank. Here, we generalize their work to the manifold of fixed-rank matrices. We use the RTR method with our preconditioner to solve a stiff time-dependent PDE, the Allen--Cahn equation, on the manifold of fixed-rank matrices. Numerical experiments show the efficiency of our preconditioner. This is joint work with Bart Vandereycken.
  • Classification : 65F55, 65F45, 65F08, 65L04, 65L05
  • Format : Talk at Waseda University
  • Author(s) :
    • Marco Sutti (National Center for Theoretical Sciences, Mathematics Division, Taipei, Taiwan)