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Aspects of Multivariate Statistical Theory by Robb J. Muirhead (Paperback, 2005)

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.. the wealth of material on statistics concerning the multivariate normal distribution is quite exceptional. As such it is a very useful source of information for the general statistician and a must for anyone wanting to penetrate deeper into the multivariate field.".