On the Superlinear Convergence of Newton’s Method on Riemannian Manifolds

On the Superlinear Convergence of Newton’s Method on Riemannian Manifolds

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Article ID: iaor20171776
Volume: 173
Issue: 3
Start Page Number: 828
End Page Number: 843
Publication Date: Jun 2017
Journal: Journal of Optimization Theory and Applications
Authors: , ,
Keywords: heuristics
Abstract:

In this paper, we study Newton’s method for finding a singularity of a differentiable vector field defined on a Riemannian manifold. Under the assumption of invertibility of the covariant derivative of the vector field at its singularity, we show that Newton’s method is well defined in a suitable neighborhood of this singularity. Moreover, we show that the sequence generated by Newton’s method converges to the solution with superlinear rate.

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