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tanishq2507's blog

By tanishq2507, history, 18 months ago, In English

Maximum absolute sum of a subarray =Max prefix sum — Min prefix sum(prefix sum includes zero).

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18 months ago, # |
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Well this statement isn't exactly true, let me show you why.
take the following array {1,2,-10}
the maximum subarray sum is 1+2=3
but according to your formula its max prefix — min prefix = 3-(-7)=11
which obviously isn't true.
What you're looking for is the maximum value of a prefix sums minus the min prefix sum that ends before it
.

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    18 months ago, # ^ |
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    It's the maximum absolute sum of a subarray, so for your array, that would be abs(sum({-10})) = 10, and indeed 3-(-7) = 10.

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18 months ago, # |
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Notation: n length of array, ai (0i<n) ith element, slr=lj<raj (0lrn) sum of elements from l to r, pi=s0i prefix sum

Part 1: maximum absolute sum of a subarray max prefix sum min prefix sum

Let pM and pm be the maximum and minimum prefix sum, respectively. WLOG assume Mm. Then max.

Part 2: maximum absolute sum of a subarray \le max prefix sum - min prefix sum

Let L, R (L\le R) be indices such that \max(|s_{lr}|) = |s_{LR}|. WLOG assume p_L \le p_R. Then, \max(|s_{lr}|) = |s_{LR}| = |p_R - p_L| = p_R - p_L \le \max(p_i) - \min(p_i).