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  • leetcode72

    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')
     
    DP。
    定义:dp[i][j]对s, t是说s[0~i]和t[0~j]之间的edit distance是多少。
    初始化:第一行第一列都按当前下标来。(即把“”变为当前这么长的substring要的代价嘛)
    转移方程:
    1.s[i] == s[j]时,dp[i][j] = dp[i - 1][j - 1]。(当两个字符相等时一起划掉看前面的答案,上面三种edit方法都不需要)
    2.s[I] != s[j]时,dp[i][j] = 1 + min(dp[i - 1][j], dp[i][j - 1], dp[i-1][j-1]) (字母越多是越麻烦的。先用1步解决掉最后两个字母不相等的问题,再翻前面的答案本本从而找到当前解决方案所需要的以前代价。解决方法有三种:删s的最后一个,删t的最后一个,把s的替代成j的) 
     
    我的实现:
    class Solution {
        public int minDistance(String word1, String word2) {
            
            if (word1 == null || word2 == null) {
                return -1;
            }
            
            int[][] dp = new int[word1.length() + 1][word2.length() + 1];
            for (int j = 1; j < dp[0].length; j++) {
                dp[0][j] = j;
            }
            for (int i = 1; i < dp.length; i++) {
                dp[i][0] = i;
            }
            for (int i = 1; i < dp.length; i++) {
                for (int j = 1; j < dp[0].length; j++) {
                    if (word1.charAt(i - 1) == word2.charAt(j - 1)) {
                        dp[i][j] = dp[i - 1][j - 1];
                    } else {
                        dp[i][j] = 1 + Math.min(dp[i - 1][j], Math.min(dp[i][j - 1], dp[i - 1][j - 1]));
                    }
                }
            }
            return dp[word1.length()][word2.length()];
        }
    }
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  • 原文地址:https://www.cnblogs.com/jasminemzy/p/9613462.html
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