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Can anyone suggest some references for learning as much as possible (and in detail!) about correlation matrixes?

In particular, would be great to have (among others) covered:

  • algebraic and statistical properties
  • matrix factorization
  • estimation

Unfortunately, I could not find any comprehensive source that treats all these topics (sort of "from zero to hero in correlation matrixes").

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