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Subsequence with highest average
Given a sequence of N nonnegative numbers, how to find efficiently the continuous subsequence of length at least L (L is in input) with the highest possible average (sum of elements in the subsequence divided by its length)? Please no brute-force algorithms trying all options. Example: 0,9,8,1,9,5,2,3 L=3 result: 9,8,1,9 average=6.75 Thanks for help.
4 Answers
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I am not sure you can do better than N*L ... Maybe you could search on the internet, there are some forums with algorithms addict :)
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It seems like you need it, maybe for class. What did you tried to do ?
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I tried for each possible length K from L to 2*L-1 (longer subsequences can be divided into two parts) to find the sum and average of first K elements, then by adding K+1. element and subtracting first element find the sum and average of next K elements, and so on for all K consecutive elements, keeping the maximum average found.
But that's slow - complexity is O(N*L).
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ok, thank you for trying to help