Introduction to Matrix Computations by Gilbert W. Stewart (Hardback, 1973)

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Stewart has chosen to treat algorithms for solving linear systems, linear least squares problems, and eigenvalue problems involving matrices whose elements can all be contained in the high-speed storage of a computer.