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In response to demand, the author has written a new chapter on the subject of least squares estimation. To support this new topic, an appendix has been added, presenting additional matrix algebra. This second and enlarged edition of this established textbook for students and professionals is again problem-oriented, and is generously illustrated with worked examples and exercises.