Why is the complexity of computing the Fibonacci series 2^n and not n^2?

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深忆病人
深忆病人 2020-11-29 05:31

I am trying to find complexity of Fibonacci series using a recursion tree and concluded height of tree = O(n) worst case, cost of each level = cn,

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  •  一个人的身影
    2020-11-29 06:06

    The complexity of a naive recursive fibonacci is indeed 2ⁿ.

    T(n) = T(n-1) + T(n-2) = T(n-2) + T(n-3) + T(n-3) + T(n-4) = 
    = T(n-3) + T(n-4) + T(n-4) + T(n-5) + T(n-4) + T(n-5) + T(n-5) + T(n-6) = ...
    

    In each step you call T twice, thus will provide eventual asymptotic barrier of:
    T(n) = 2⋅2⋅...⋅2 = 2ⁿ

    bonus: The best theoretical implementation to fibonacci is actually a close formula, using the golden ratio:

    Fib(n) = (φⁿ – (–φ)⁻ⁿ)/sqrt(5) [where φ is the golden ratio]
    

    (However, it suffers from precision errors in real life due to floating point arithmetics, which are not exact)

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