72. 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
題目描述
給定字符串word1和word2,求從word1通過insert,delete,replace三種操作達到word2的最少操作。
思路
典型的動態規劃題目,三種狀態轉移方程,dp[i][j]代表着從word1的前i個字符轉換到word2前j個字符的最少操作。
public class EditDistance {
public int minDistance(String word1, String word2) {
int[][] dp = new int[word1.length()+1][word2.length()+1];
for ( int i=0; i<=word1.length(); i++ )
dp[i][0] = i;
for ( int i=0; i<=word2.length(); i++ )
dp[0][i] = i;
for ( int i=1; i<=word1.length(); i++ ) {
for ( int j=1; j<=word2.length(); j++ ) {
int insert = dp[i][j-1] + 1;
int delete = dp[i-1][j] + 1;
int replace = dp[i-1][j-1] + (word1.charAt(i-1)==word2.charAt(j-1)?0:1);
dp[i][j] = Math.min(delete, Math.min(insert, replace));
}
}
return dp[word1.length()][word2.length()];
}
}
115. Distinct Subsequences
Given a string S and a string T, count the number of distinct subsequences of S which equals T.
A subsequence of a string is a new string which is formed from the original string by deleting some (can be none) of the characters without disturbing the relative positions of the remaining characters. (ie, “ACE” is a subsequence of “ABCDE” while “AEC” is not).
Here is an example:
S = “rabbbit”, T = “rabbit”Return 3.
題目鏈接
題目描述
給定字符串S和T,求S通過刪除操作,一共有多少種辦法變成T;
dp[i][j]代表着從S的前i個字符轉換到T前j個字符的方法數目。在遍歷的時候
如果S[i-1]==T[j-1] 那麼S[i-1]可保留,也可刪除。
如果S[i-1] !=T[j-1] 那麼S[i-1]只能刪除。
public class DistinctSubsequence {
public int numDistinct(String S, String T) {
int[][] dp = new int[S.length()+1][T.length()+1];
for ( int i=0; i<=S.length(); i++ ) {
dp[i][0] = 1 ;
}
for ( int j=1; j<T.length()+1; j++ ) {
for ( int i=j; i<S.length()+1; i++ ) {
if ( S.charAt(i-1)==T.charAt(j-1) ) { //下標錯誤!
dp[i][j] = dp[i-1][j-1] + dp[i-1][j];
} else {
dp[i][j] = dp[i-1][j];
}
}
}
return dp[S.length()][T.length()];
}
}