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    A Feasible Method for Optimization with Orthogonality Constraints

    , M.Sc. Thesis Sharif University of Technology Ansary Karbasi, Saeed (Author) ; Mahdavi Amiri, Nezameddin (Supervisor)
    Abstract
    Minimizing problems with either orthogonal or spherical constraints has a great number of applications in combinatorial optimization, polynomial optimization,eigenvalue problem, estimation to the nearest correlation between matrices of low rank, etc. Solving this kind of problem is hard, because feasible spaces for constraints are non-convex, and solving them is very costly as well. For confronting with this issue, The Cayley transform is used for keeping constraints,and, based on this technique, a smooth curve algorithm with low flop is compared with some algorithms based on is projections and geodesics . Efficiency of the algorithm, recently in introduced the literature, is proved on a...