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
計算兩個字元串之間的距離。第一眼看到這個題的時候,感覺很熟悉,應該在很多面試書中看到過。個人覺得這個算法應該是面試中常考的,是以應該熟悉掌握。
運用遞歸,主要算法思想為:
Algorithm:
minDistance(i,j)=1+min(minDistance(i-1,j),minDistance(i,j-1),minDistance(i-1,j-1));
用一個二維數組表示兩個字元串前n個字元之間的距離,然後使用以上算法,即可實作。實作代碼如下:
public class Solution {
public int minDistance(String word1, String word2) {
int n = word1.length();
int m = word2.length();
int[][] dp = new int[n+1][m+1];
for(int i=0; i< m+1; i++){
dp[0][i] = i;
}
for(int i=0; i<n+1; i++){
dp[i][0] = i;
}
for(int i = 1; i<n+1; i++){
for(int j=1; j<m+1; 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-1],Math.min(dp[i-1][j],dp[i][j-1]));
}
}
}
return dp[n][m];
}
}