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A Riemannian inexact Newton‐CG method for stochastic inverse singular value problems
Authors:Ru‐Ru Ma  Zheng‐Jian Bai
Abstract:
In this article, we consider the stochastic inverse singular value problem (ISVP) of constructing a stochastic matrix from the prescribed realizable singular values. We propose a Riemannian inexact Newton‐CG method with various choices of forcing terms for solving the stochastic ISVP. We show the proposed method converges linearly or superlinearly for different forcing terms under some assumptions. We also extend the proposed method to the case of prescribed entries. Finally, we report some numerical results to demonstrate the effectiveness of the proposed method. MOS SUBJECT CLASSIFICATION 65F18; 65F15; 15A18; 65K05; 90C26; 90C48
Keywords:forcing term  inverse singular value problem  Newton's method  Riemannian manifold
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