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72. Edit Distance

Problem statement:

Given two words word1 and word2, find the minimum number of steps required to convert word1 to word2. (each operation is counted as 1 step.)

You have the following 3 operations permitted on a word:

a) Insert a character
b) Delete a character
c) Replace a character

Solution:

This is also a DP problem, which is a little complicated than 583. Delete Operation for Two Strings. We can do two more operations: insert and replace.

The dp formular is complicated when word1[i] != word2[j].

But the initialization and return value is the same.

class Solution {public:    int minDistance(string word1, string word2) {        int m = word1.size();        int n = word2.size();        vector<vector<int>> dp(m + 1, vector<int>(n + 1, 0));                // initialize        for(int i = 0; i <= m; i++){            dp[i][0] = i;        }        for(int j = 0; j <= n; j++){            dp[0][j] = j;        }        // dynamic programming        for(int i = 1; i <= m; i++){            for(int j = 1; j <= n; j++){                // two character is equal                if(word1[i - 1] == word2[j - 1]){                    dp[i][j] = dp[i - 1][j - 1];                } else {                    dp[i][j] = min(dp[i - 1][j - 1], min(dp[i - 1][j], dp[i][j - 1])) + 1;                }            }        }        return dp[m][n];    }};

72. Edit Distance