Mathematical Statistics by Wiebe R. Pestman. It can't be said to be advanced in that it is intended for undergraduates, but it is written in the style of a book for the mathematically mature. I.E. Definition, Theorem, Proof, Example. It even gives a brief introduction to measure theory, that the author recommends you not dwell on too much. That's a big improvement over most!
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