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For general mathematical statistics concepts, OpenStax and the Open Textbook Library provide high-quality, peer-reviewed textbooks for free.
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: Detailed analysis of Binomial, Poisson, Normal, Gamma, and Beta distributions. Statistical Analysis For general mathematical statistics concepts
: A comprehensive tutorial and textbook used in university-level courses. Mathematical Statistics (Basic Ideas and Selected Topics)
Check your university’s digital library or platforms like the Internet Archive for older, out-of-print editions that may be available to borrow legally.