72 - Edit Distance
Written on January 16, 2020
Tweet
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: Insert a character, Delete a character, Replace a character.
public class Solution {
public int minDistance(String word1, String word2) {
int len1 = word1.length(), len2 = word2.length();
int[][] dist = new int[len1 + 1][len2 + 1];
for (int i = 0; i <= len1; i ++) {
dist[i][0] = i;
}
for (int j = 0; j <= len2; j ++) {
dist[0][j] = j;
}
for (int i = 1; i <= len1; i++) {
for (int j = 1; j <= len2; j++) {
if (word1.charAt(i-1) == word2.charAt(j-1)) {
dist[i][j] = dist[i-1][j-1];
} else {
dist[i][j] = Math.min(dist[i-1][j-1], Math.min(dist[i-1][j], dist[i][j-1])) + 1;
}
}
}
return dist[len1][len2];
}
}
class Solution:
def minDistance(self, word1: str, word2: str) -> int:
dp = [[0] * (len(word2) + 1) for _ in range(len(word1) + 1)]
for i in range(1, len(word1) + 1):
dp[i][0] = i
for j in range(1, len(word2) + 1):
dp[0][j] = j
for i in range(1, len(word1) + 1):
for j in range(1, len(word2) + 1):
if word1[i - 1] == word2[j - 1]:
dp[i][j] = dp[i - 1][j - 1]
else:
dp[i][j] = min(dp[i - 1][j - 1], dp[i - 1][j], dp[i][j - 1]) + 1
return dp[-1][-1]