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A routine exercise designed to test one's knowledge; often from a textbook, course, or test used for a class or self-study. This community's policy is to "provide helpful hints" for such questions rather than complete answers.

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Mathematical knowledge needed for learning upper level statistics

As a start to study Statistics mathematically and rigorously, I would recommend you to read: Shao J - Mathematical Statistics It is a very good book to begin your journey.