Numerical Methods and their applications to Linear Algebra takes into account variousdimensions of linear algebra related to the numerical methods. It includes new iterativemethods for generalized singular-value problems and perturbation analysis of the stochasticalgebraic Riccati equation. Provide the reader with the insights into the developmentof various numerical methods adopted for linear algebra, so as to understandand gain practical knowledge of modern computational techniques for the numericalsolution of linear algebra.