Statistics and Computing Ser.: Numerical Analysis for Statisticians by Kenneth Lange (2012, Trade Paperback)
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ISBN-13: 9781461426127, 978-1461426127. There is also new material on the Cholesky decomposition, Gram-Schmidt orthogonalization, the QR decomposition, the singular value decomposition, and reproducing kernel Hilbert spaces.