You are looking for an introductory textbook, you want to learn applied statistics (coding/data analysis), or you struggle with pure mathematical notation.
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Rohatgi’s treatment of probability is axiomatic (following Kolmogorov). In the repack, pay special attention to Chapter 3 (Random Variables). Unlike other texts, Rohatgi provides rigorous proofs for convergence in probability and distribution, setting the stage for asymptotic inference. setting the stage for asymptotic inference.
Reorganized in later editions to emphasize asymptotic statistics and its growing role. Linear Models:
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