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Editorial Team
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Editorial Team
Asked: May 26, 20262026-05-26T04:51:36+00:00 2026-05-26T04:51:36+00:00

We have best case, average case and worst case time complexities. So someone asks

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We have best case, average case and worst case time complexities. So someone asks us about the complexity of an algorithm what is he referring to?

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  1. Editorial Team
    Editorial Team
    2026-05-26T04:51:36+00:00Added an answer on May 26, 2026 at 4:51 am

    Colloquially: Usually, average case. This is why people say that Quicksort is O(N log N) time and a hash table lookup is O(K) time (K = key size). They are worst case O(N^2) and O(K*N), respectively. I recommend being explicit.

    Academically: Usually, worst case. However, in academia people are usually interested in proving the complexity class for a given problem, rather than examining the complexity of an algorithm. For academicians, an algorithm might just be a handy proof for an upper bound on complexity rather than the actual object of study.

    The other gotcha is that “average case” is entirely dependent on the input distribution. Most people assume uniform distributions, unless they use the phrase “real world” at which point it’s anybody’s guess what their input is.

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