Introduction to Algorithms, Second Edition
Thomas H. Cormen, Charles E. Leiserson, Ronald L. Rivest and Clifford
Stein

This is a real good book to clearly understand all time complexities in
detail.

http://mitpress.mit.edu/catalog/item/default.asp?ttype=2&tid=8569

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