KnuthโMorrisโPratt (KMP) Pattern Matching Substring Search - First Occurrence Of Substring
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Question: Given a string s and a pattern p, determine if the pattern exists in the string. Return the index of where the first occurrence starts.
Further Explanation From Tuschar Roy: https://www.youtube.com/watch?v=GTJr8OvyEVQ
The Brute Force
The naive approach to solving this is looking in s for the first character in p.
If a match is found we begin a search from that index, call it i (for intersect).
We compare the 2nd character of p with index i + 1 of s
We compare the 3rd character of p with index i + 2 of s
...and so on until we have matched to all of p without either having overrun s or having found a mismatch between characters being compared.
We can then return i as our answer.
It doesnโt work well in cases where we see many matching characters followed by a mismatching character.
Complexities:
Time: O( len(s) * len(p) )
In a simple worst case we can have
s = "aaaaaab"
p = "aaab"
The problem is that for each first character match we have the potential to naively go into a search on a string that would never yield a correct answer repeatedly.
Other Algorithms
There are three linear time string matching algorithms: KMP (nuthโMorrisโPratt), Boyer-Moore, and Rabin-Karp.
Of these, Rabin-Karp is by far the simplest to understand and implement
Analysis
The time complexity of the KMP algorithm is O(len(s) + len(p)) "linear" in the worst case.
The key behind KMP is that it takes advantage of the succesful character checks during an unsuccessful pattern comparison subroutine.
We may have a series of many comparisons that succeed and then even if one fails at the end, we should not repeat the comparison work done since we already saw that a series matched.
What we will do is very similar to the naive algorithm, it
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