Good books on Algorithms for a math major without any programming experience?

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I couldn't find this question anywhere else so it may not be apt.

I am an undergraduate mathematics major and during my discrete math class I really enjoyed the study of algorithms and recursive functions. I have looked at very few computer languages and not in to much depth (it wasn't within class just on my own) but I would consider myself as someone who has no real understanding of programming.

Now I am aware that there are certain fields in the study of algorithms that do not require much knowledge of computer science directly.Is something like the theory of recursive functions have a similar flavor to algorithms?

Question 1: Is it possible to engage in a study of algorithms from a mathematical perspective without having taken computer sciences classes?

Question 2: Are there any good books you guys can recommend which someone with my background would be able to follow without too much trouble?

Thanks a lot in advance and any answer is appreciated.