Computational Complexity Of Creating A Dotplot
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13.0 years ago
User 5037 ▴ 290

hi could someone please tell me what is the computational complexity of creating a dotplot ?

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13.0 years ago
Farhat ★ 2.9k

It will be quadratic in the length of the sequence. You are comparing every base to every other base. There are n(n-1)/2 comparisons to be made.

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13.0 years ago
Fabian Bull ★ 1.3k

The naive way is quadratic in the length of both length:

O(m * n)

where m is the length of sequence 1 and n is the length of sequence 2.

I would not be suprised if there is a fancy datastructure which could do the job in linear time.

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You can't escape comparing nucleotide of one sequence against all of the other in order to find interesting changes occurring between the two genomes/chromosomes .

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Long time ago: A very wise man stated that a linear algorithm for LCS would be impossible yet it exists.

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