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Numerical Methods and their Applications to Linear Algebra takes into account various dimensions of linear algebra related to the numerical methods. It includes new iterative methods for generalized singular-value problems and perturbation analysis of the stochastic algebraic Riccati equation. Provide the reader with the insights into the development of various numerical methods adopted for linear algebra, so as to understand and gain practical knowledge of modern computational techniques for the numerical solution of linear algebra.