Geometry of Multivariate Statistics by Thomas D. Wickens (2015, Trade Paperback)
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ISBN-13: 9781138882829, 978-1138882829. A traditional approach to developing multivariate statistical theory is algebraic. Matrix algebra is the vehicle for these calculations. A second approach is computational.