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Mathematical Statistics with Applications in R, 2nd Edition, (PDF) offers a modern calculus-based theoretical introduction to mathematical statistics and applications. The ebook covers many modern statistical computational and simulation concepts that are not covered in other textbooks, such as the EM algorithms, the Jackknife, bootstrap methods, and Markov chain Monte
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