TheAlgorithms-C-Plus-Plus/dynamic_programming/edit_distance.cpp
2020-05-29 23:26:30 +00:00

91 lines
2.2 KiB
C++

/* Given two strings str1 & str2
* and below operations that can
* be performed on str1. Find
* minimum number of edits
* (operations) required to convert
* 'str1' into 'str2'/
* a. Insert
* b. Remove
* c. Replace
* All of the above operations are
* of equal cost
*/
#include <iostream>
#include <string>
using namespace std;
int min(int x, int y, int z) { return min(min(x, y), z); }
/* A Naive recursive C++ program to find
* minimum number of operations to convert
* str1 to str2.
* O(3^m)
*/
int editDist(string str1, string str2, int m, int n)
{
if (m == 0)
return n;
if (n == 0)
return m;
// If last characters are same then continue
// for the rest of them.
if (str1[m - 1] == str2[n - 1])
return editDist(str1, str2, m - 1, n - 1);
// If last not same, then 3 possibilities
// a.Insert b.Remove c. Replace
// Get min of three and continue for rest.
return 1 + min(editDist(str1, str2, m, n - 1),
editDist(str1, str2, m - 1, n),
editDist(str1, str2, m - 1, n - 1));
}
/* A DP based program
* O(m x n)
*/
int editDistDP(string str1, string str2, int m, int n)
{
// Create Table for SubProblems
int dp[m + 1][n + 1];
// Fill d[][] in bottom up manner
for (int i = 0; i <= m; i++)
{
for (int j = 0; j <= n; j++)
{
// If str1 empty. Then add all of str2
if (i == 0)
dp[i][j] = j;
// If str2 empty. Then add all of str1
else if (j == 0)
dp[i][j] = i;
// If character same. Recur for remaining
else if (str1[i - 1] == str2[j - 1])
dp[i][j] = dp[i - 1][j - 1];
else
dp[i][j] = 1 + min(dp[i][j - 1], // Insert
dp[i - 1][j], // Remove
dp[i - 1][j - 1] // Replace
);
}
}
return dp[m][n];
}
int main()
{
string str1 = "sunday";
string str2 = "saturday";
cout << editDist(str1, str2, str1.length(), str2.length()) << endl;
cout << editDistDP(str1, str2, str1.length(), str2.length()) << endl;
return 0;
}