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Sorting number

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Worst-case number of comparisons used by sorting algorithms

In mathematics and computer science, the sorting numbers are a sequence of numbers introduced in 1950 by Hugo Steinhaus for the analysis of comparison sort algorithms. These numbers give the worst-case number of comparisons used by both binary insertion sort and merge sort. However, there are other algorithms that use fewer comparisons.

Formula and examples

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The n {\displaystyle n} {\displaystyle n}th sorting number is given by the formula[1]

n log 2 n 2 log 2 n + 1. {\displaystyle \displaystyle n\lceil \log _{2}n\rceil -2^{\lceil \log _{2}n\rceil }+1.} {\displaystyle \displaystyle n\lceil \log _{2}n\rceil -2^{\lceil \log _{2}n\rceil }+1.}

The sequence of numbers given by this formula (starting with n = 1 {\displaystyle n=1} {\displaystyle n=1}) is

0, 1, 3, 5, 8, 11, 14, 17, 21, 25, 29, 33, 37, 41, ... (sequence A001855 in the OEIS).

The same sequence of numbers can also be obtained from the recurrence relation [2] ,

A ( n ) = A ( n / 2 ) + A ( n / 2 ) + n 1 {\displaystyle A(n)=A{\bigl (}\lfloor n/2\rfloor {\bigr )}+A{\bigl (}\lceil n/2\rceil {\bigr )}+n-1} {\displaystyle A(n)=A{\bigl (}\lfloor n/2\rfloor {\bigr )}+A{\bigl (}\lceil n/2\rceil {\bigr )}+n-1}.

It is an example of a 2-regular sequence.[2]

Asymptotically, the value of the n {\displaystyle n} {\displaystyle n}th sorting number fluctuates between approximately n log 2 n n {\displaystyle n\log _{2}n-n} {\displaystyle n\log _{2}n-n} and n log 2 n 0.915 n , {\displaystyle n\log _{2}n-0.915n,} {\displaystyle n\log _{2}n-0.915n,} depending on the ratio between n {\displaystyle n} {\displaystyle n} and the nearest power of two.[1]

Application to sorting

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In 1950, Hugo Steinhaus observed that these numbers count the number of comparisons used by binary insertion sort, and conjectured (incorrectly) that they give the minimum number of comparisons needed to sort n {\displaystyle n} {\displaystyle n} items using any comparison sort. The conjecture was disproved in 1959 by L. R. Ford Jr. and Selmer M. Johnson, who found a different sorting algorithm, the Ford–Johnson merge-insertion sort, using fewer comparisons.[1]

The same sequence of sorting numbers also gives the worst-case number of comparisons used by merge sort to sort n {\displaystyle n} {\displaystyle n} items.[2]

Other applications

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The sorting numbers (shifted by one position) also give the sizes of the shortest possible superpatterns for the layered permutations.[3]

References

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  1. ^ a b c Ford, Lester R. Jr.; Johnson, Selmer M. (1959), "A tournament problem", American Mathematical Monthly , 66 (5): 387–389, doi:10.2307/2308750, JSTOR 2308750, MR 0103159
  2. ^ a b c Allouche, Jean-Paul; Shallit, Jeffrey (1992), "The ring of k {\displaystyle k} {\displaystyle k}-regular sequences", Theoretical Computer Science , 98 (2): 163–197, doi:10.1016/0304-3975(92)90001-V , MR 1166363 . See Example 28, p. 192.
  3. ^ Albert, Michael; Engen, Michael; Pantone, Jay; Vatter, Vincent (2018), "Universal layered permutations", Electronic Journal of Combinatorics , 25 (3): P23:1–P23:5, arXiv:1710.04240 , doi:10.37236/7386 , S2CID 52100342
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