应用f(n)= 2 ^ n的大师定理 [英] Applying Master's Theorem with f(n) = 2^n

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问题描述

我正在尝试将Master定理应用于此类重复发生:

I am trying to apply the Master's Theorem to a recurrence of this type:


T(n)= T(n / 2 )+ 2 ^ n

T(n) = T(n/2) + 2^n

但是,f(n)= 2 ^ n似乎不适合上述三种情况在大师定理中,它们似乎都以n为底,而不是以2为底。如何解决这种类型的重复出现,有人可以帮忙吗?谢谢。

However, f(n) = 2^n doesn't seem to fit any of the three cases described in the master's theorem, which all seem to have base n instead of base 2. How can I solve a recurrence of this type, could anyone please help ? Thanks.

推荐答案

如果该定理的所有情况都不适用,则该定理将无法解决您的重现问题。

If none of the cases of the theorem applies, then the theorem won't solve your recurrence. It can't solve every single recurrence out there.

要解决您的问题:反复替换递归可以得到什么的情况是T(n)= 2 ^ n + 2 ^(n / 2)+ 2 ^(n / 4)+ ... + 2,并且由于有n个要累加的项,您最终会得到一些结果低于2 ^(n + 1),因此您的总收入为Θ(2 ^ n)。

To address your issue: what you get by repeatedly substituting the recursive case is T(n) = 2^n + 2^(n/2) + 2^(n/4) + ... + 2, and since there are log n many terms to add up, you end up with something below 2^(n+1), so in total you're in Θ(2^n).

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