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Edit Distance || 计算字符串相似度
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
字符串相似度定义为 1/距离
二维dp,O(m*n)空间
public class Solution { public int minDistance(String word1, String word2) { int m=word1.length(); int n=word2.length(); int [][]f=new int[m+1][n+1]; for(int i=0;i<=n;i++) f[0][i]=i; for(int i=0;i<=m;i++) f[i][0]=i; for(int i=1;i<=m;i++){ for(int j=1;j<=n;j++){ if(word1.charAt(i-1)==word2.charAt(j-1)){ f[i][j]=f[i-1][j-1]; } else{ int tmp=Math.min(f[i-1][j],f[i][j-1]); f[i][j]=Math.min(tmp,f[i-1][j-1])+1; } } } return f[m][n]; } }二维dp,滚动数组,O(n)空间
public class Solution { public int minDistance(String word1, String word2) { int m=word1.length(); int n=word2.length(); int []f=new int[n+1]; int upleft=0; for(int i=0;i<=n;i++) f[i]=i; for(int i=1;i<=m;i++){ upleft=f[0]; f[0]=i; for(int j=1;j<=n;j++){ int up=f[j]; if(word1.charAt(i-1)==word2.charAt(j-1)){ f[j]=upleft; } else{ int tmp=Math.min(f[j],f[j-1]); f[j]=Math.min(upleft,tmp)+1; } upleft=up; } } return f[n]; } }
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