Question

I am developing some algorithm with takes up O(log^3 n). (NOTE: Take O as Big Theta, though Big O would be fine too)

I am unsure whereas O(log^3 n), or even O(log^2 n), is considered to be more/less/equaly complex as O(n log n).

If I were to follow the rules stright away, I'd say O(n log n) is the more complex one, but still, I don't have any clue as why or how.

I've done some research but I haven't been able to find an answer to this question.

Thank you very much.

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Solution

Thus (n log n) is "bigger" than ((log n)3). This could be easily generalized to ((log n)k) via induction.

OTHER TIPS

If you graph the two functions together you can see that n log(n) grows faster than log3 n.

To prove this, you need to prove that n log n > log3 n for all values of n greater than some arbitrary number c. Find such a c and you have your proof.

In fact, n log(n) grows faster than any logx n for positive x.

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