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Probability and Statistics

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There is nothing the beats a solid foundation in probability and statistics.  The two volume set An Introduction to Probability Theory and its Applications by William Feller (John Wiley & Sons, New York 1968) is highly recommended.  The book Theoretical Statistics by D.R. Cox and D.V. Hinkley (Chapman and Hall, 1974) provide a solid theoretical background to statistics and maximum likelihood.