Mathematical Statistics: Basic Ideas and Selected Topics: Volume I by Kjell A. Doksum, Peter J. Bickel (Mixed media product, 2015)

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Taylor & Francis Publishing. The book includes in-depth examples throughout as well as many exercises at the end of each chapter.