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Asymptotic behavior is studied in many math fields such as analysis and statistics. In CS it shows up in complexity theory and the analysis of algorithms. Any good undergraduate book on any of those topics will give you the basis. But don't start with Turing machines. As you note, the path will be very very long and you might never get to what you want to ...
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