We provide a collection of popular statistical testing procedures as well as some of most up-to-date methods for non-trivial settings such as high dimensionality. For the general treatment of statistical hypothesis testing, see the book by Lehmann and Romano (2005, ISBN:978-0-387-27605-2).
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