Edit Distance(两字符串经过最少操作匹配)

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72. Edit Distance

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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

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显然采用动态规划做:
用dp[n+1][m+1]表示需要执行的最少变换次数,则递推方程为:
  • dp[i+1][j+1] = dp[i][j],                  当word1[i] == word2[j]

  • dp[i + 1][j + 1] = min(min(dp[i][j] + 1, dp[i][j + 1] + 1), dp[i + 1][j] + 1);  当word1[i] != word2[j]

class Solution{public:    int minDistance(string word1, string word2)    {        int len1 = word1.size(), len2 = word2.size();                vector<vector<int>> dp(len1 + 1, vector<int>(len2 + 1));                // 左边沿初始化        for (int i = 0; i <= len1; ++i)            dp[i][0] = i;                // 右边沿初始化        for (int i = 0; i <= len2; ++i)            dp[0][i] = i;                for (int i = 0; i < len1; ++i)        {            for (int j = 0; j < len2; ++j)            {                if (word1[i] == word2[j])                    dp[i + 1][j + 1] = dp[i][j];                else                    dp[i + 1][j + 1] = min(min(dp[i][j] + 1, dp[i][j + 1] + 1), dp[i + 1][j] + 1);            }        }        return dp[len1][len2];    }};
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