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I'm looking for a text on Statistical Theory that dives deeper than long derivations of formulas and also considers the intuition and perhaps applications of the topics. I have always found probability and statistics my weakest area in math, as it seems the logic comes out of nowhere. So I'm looking for a text that may ground these concepts more in reality.

YuiTo Cheng
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Lutterbach
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  • https://math.stackexchange.com/q/2281243/321264, https://math.stackexchange.com/q/2938596/321264, https://math.stackexchange.com/q/1591466/321264 – StubbornAtom Apr 22 '20 at 20:09

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Statistical Theory by Bernard Lindgren is a good choice. If you are looking for a beginning graduate level textbook then you could review Statistical Inference by Casella and Berger.

Axion004
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