Good book for math theory/proofs behind basic stats?

I’m going through an basic book for stats, covering topics like t-tests, ANOVA, regression etc. I noticed that many texts, even ISL, don’t go into the proofs for most of the basic equations they present.

Is there any text that does cover these topics? I’d love to be able to reason with these concepts from an algebraic perspective.

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Nevin Manimala

Nevin Manimala is interested in blogging and finding new blogs

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