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On the global convergence of trust region algorithms for unconstrained minimization
Authors:M J D Powell
Institution:(1) Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Silver Street, CB3 9EW Cambridge, England
Abstract:Many trust region algorithms for unconstrained minimization have excellent global convergence properties if their second derivative approximations are not too large 2]. We consider how large these approximations have to be, if they prevent convergence when the objective function is bounded below and continuously differentiable. Thus we obtain a useful convergence result in the case when there is a bound on the second derivative approximations that depends linearly on the iteration number.
Keywords:Convergence  Quasi-Newton Methods  Trust Regions  Unconstrained Optimization
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