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Printing Longest Common Subsequence
Here, we are going to learn to find the longest common subsequence using Dynamic programming.
Submitted by Souvik Saha, on April 04, 2020
Problem statement
Given two strings, you have to find and print the longest common subsequence between them.
Input:
T Test case
T no of input string will be given to you.
E.g.
3
abcd abxy
sghk rfgh
svd vjhfd
Constrain
1≤ length (string1) ≤100
1≤ length (string2) ≤100
Output:
Print the length of the longest common subsequence formed from these two strings.
Example
T=3
Input:
abcd abxy
Output:
2 (xy)
Input:
sghk rfgh
Output:
2 (gh)
Input:
svd vjhfd
Output:
2 (vd)
Explanation with example:
Let there are two strings str1 and str2.
str1 = "abcd"
str2 = "abxy"
Using a dynamic programming algorithm to find the longest common subsequence between two given string is very efficient and fast as compared to the recursion approach.
Let f(a,b) = count the number of common subsequence from the two string starting from 0 to position a and starting from 0 to position b.
Considering the two facts:
-
If the character of string1 at index a and character of string1 at index b are the same then we have to count how many characters are the same between the two strings before these indexes? Therefore,
f(a,b)=f(a-1,b-1)+1
-
If the character of string1 at index a and character of string1 at index b are not same then we have to calculate the maximum common character count between (0 to a-1 of string1 and 0 to b of string2) and (0 to a of string1 and 0 to b-1 of string2).
f(a,b) = max(f(a-1,b),f(a,b-1))
For the two strings:
str1 = "abcd"
str2 = "abxy"
C++ Implementation
#include <bits/stdc++.h>
using namespace std;
int count(string str1, string str2)
{
int len1 = str1.length();
int len2 = str2.length();
int arr[len1 + 1][len2 + 1];
memset(arr, 0, sizeof(arr));
for (int i = 1; i <= len1; i++) {
for (int j = 1; j <= len2; j++) {
if (str1[i - 1] == str2[j - 1]) {
arr[i][j] = arr[i - 1][j - 1] + 1;
}
else {
arr[i][j] = max(arr[i - 1][j], arr[i][j - 1]);
}
}
}
return (arr[len1][len2]);
}
int main()
{
int t;
cout << "Test Case: ";
cin >> t;
while (t--) {
string str1, str2;
cout << "Enter the two strings: ";
cin >> str1 >> str2;
cout << "length of the Shorest SubString: " << count(str1, str2) << endl;
}
return 0;
}
Output
Test Case: 3
Enter the two strings: abcd abxy
length of the Shorest SubString: 2
Enter the two strings: sghk rfgh
length of the Shorest SubString: 2
Enter the two strings: svd svjhfd
length of the Shorest SubString: 3