Edit distance

Jin Shang bio photo By Jin Shang

Given two words word1 and word2, find the minimum number of operations required to convert word1 to word2.

You have the following 3 operations permitted on a word:

  1. Insert a character
  2. Delete a character
  3. Replace a character

Example 1:

Input: word1 = "horse", word2 = "ros"
Output: 3
Explanation: 
horse -> rorse (replace 'h' with 'r')
rorse -> rose (remove 'r')
rose -> ros (remove 'e')

Example 2:

Input: word1 = "intention", word2 = "execution"
Output: 5
Explanation: 
intention -> inention (remove 't')
inention -> enention (replace 'i' with 'e')
enention -> exention (replace 'n' with 'x')
exention -> exection (replace 'n' with 'c')
exection -> execution (insert 'u')

Sol:

Simple DP. Possible to save space.

class Solution {
public:
    int minDistance(string word1, string word2) {
        int n = word1.size();
        int m = word2.size();
        if(word1.empty()) return m;
        if(word2.empty()) return n;
        vector<vector<int>> dp(n+1, vector<int>(m+1,1e9));
        for(int i = 0; i < n+1; i++){
            for(int j = 0; j < m+1; j++){
                if(i == 0) dp[i][j] = j;
                else if(j == 0) dp[i][j] = i;
                else{
                    if(word1[i-1] == word2[j-1]){
                        dp[i][j] = min(dp[i][j], dp[i-1][j-1]);
                    }else{
                        dp[i][j] = min(dp[i][j], dp[i-1][j-1]+1);
                    }
                    dp[i][j] = min(dp[i][j], dp[i-1][j]+1);
                    dp[i][j] = min(dp[i][j], dp[i][j-1]+1);
                }
            }
        }
        return dp[n][m];
    }
};