Professor Edward Morey
Econ 7818: Mathematical Statistics for Economists
Readings available online
The text: Introduction to the Theory of Statistics -third edition, A.M. Mood, F.A. Graybill, and D.C. Boes
This is a great book, a classic, but it has been out of print for a while. You can typically find it online for a seller of used books and/or text books.
MGB Third Edition, the whole book - searchable
The following chapters are also available as pdf graphics files, so they are large.
MGB Chapter 1: Probability
MGB Chapter 2: Random Variables, Distribution Functions, and Expectation
MGB Chapter 3: Special Parametric Families of Univariate Distributions
MGB Chapter 4: Joint and Conditional Distributions, Stochastic Independence, More Expectation
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