Adele_L comments on Open Thread, October 13 - 19, 2013 - Less Wrong
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Essentially, this kind of math is called category theory. There is this book, which is highly recommended, and fills your criteria decently well. I am currently working through this book, and I am happy to discuss things with you if you would like.