题目

Given a string S and a string T, count the number of distinct subsequences of T in S.

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.

题解

这道题首先引用我忘记在哪里看到的一句话:

“When you see string problem that is about subsequence or matching, dynamic programming method should come to your mind naturally. ”

所以这种类型题可以多往DP思考思考。

首先设置动态规划数组dp[i][j],表示S串中从开始位置到第i位置与T串从开始位置到底j位置匹配的子序列的个数。

如果S串为空,那么dp[0][j]都是0;

如果T串为空,那么dp[i][j]都是1,因为空串为是任何字符串的字串。

可以发现规律,dp[i][j] 至少等于 dp[i][j-1]。

当i=2,j=1时,S 为 ra,T为r,T肯定是S的子串;这时i=2,j=2时,S为ra,T为rs,T现在不是S的子串,当之前一次是子串所以现在计数为1.

同时,如果字符串S[i-1]和T[j-1](dp是从1开始计数,字符串是从0开始计数)匹配的话,dp[i][j]还要加上dp[i-1][j-1]

例如对于例子: S = "rabbbit", T = "rabbit"

当i=2,j=1时,S 为 ra,T为r,T肯定是S的子串;当i=2,j=2时,S仍为ra,T为ra,这时T也是S的子串,所以子串数在dp[2][1]基础上加dp[1][1]。

代码如下:

 1     public int numDistinct(String S, String T) {
 2         int[][] dp = new int[S.length() + 1][T.length() + 1];
 3         dp[0][0] = 1;//initial
 4         
 5         for(int j = 1; j <= T.length(); j++)//S is empty
 6             dp[0][j] = 0;
 7             
 8         for (int i = 1; i <= S.length(); i++)//T is empty
 9             dp[i][0] = 1;
            
         for (int i = 1; i <= S.length(); i++) {
             for (int j = 1; j <= T.length(); j++) {
                 dp[i][j] = dp[i - 1][j];
                 if (S.charAt(i - 1) == T.charAt(j - 1)) 
                     dp[i][j] += dp[i - 1][j - 1];
             }
         }
      
         return dp[S.length()][T.length()];
     }

Reference:http://blog.csdn.net/abcbc/article/details/8978146

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