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  • Leetcode-Edit Distance

    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

    Analysis:

    We set up the state d[i][j] as the minimum number of steps to convert word1[0...i-1] to word2[0...j-1]. According to the three operations, we can convert [0..i-1] to [0..j-1] by

    1. convert [0..i-2] to [0..j-1] and delete the char word1[i-1].

    2. convert [0..i-1] to [0..j-2] and add the char word2[j-1].

    3. convert [0..i-2] to [0..j-2] and replace the char word1[i-1] by the char word2[j-1] if they are not the same; if they are the same, then we don not need the replace operation.

    Thus, we have the formula:

    d[i][j] = min{ 1. d[i-1][j-1] if word1[i-1]==word2[j-1] or d[i-1][j-1]+1 if word1[i-1]!=word2[j-1]; 2. d[i-1][j]+1; 3. d[i][j-1]+1}

    Solution:

     1 public class Solution {
     2     public int minDistance(String word1, String word2) {
     3         int len1 = word1.length(),len2=word2.length();
     4         int[][] d = new int[len1+1][len2+2];
     5 
     6         for (int i=0;i<=len1;i++) d[i][0]=i;
     7         for (int i=0;i<=len2;i++) d[0][i]=i;
     8 
     9         for (int i=1;i<=len1;i++)
    10             for (int j=1;j<=len2;j++){
    11                 if (word1.charAt(i-1)==word2.charAt(j-1))
    12                     d[i][j]=d[i-1][j-1];
    13                 else d[i][j]=d[i-1][j-1]+1;
    14         
    15                 if (d[i-1][j]+1<d[i][j]) d[i][j]=d[i-1][j]+1;
    16                 if (d[i][j-1]+1<d[i][j]) d[i][j]=d[i][j-1]+1;
    17 
    18             }
    19 
    20         return d[len1][len2]; 
    21     }
    22 }
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  • 原文地址:https://www.cnblogs.com/lishiblog/p/4120304.html
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