In the computer world, use restricted resource you have to generate maximum benefit is what we always want to pursue.
For now, suppose you are a dominator of m 0s
and n 1s
respectively. On the other hand, there is an array with strings consisting of only 0s
and 1s
.
Now your task is to find the maximum number of strings that you can form with given m 0s
and n 1s
. Each 0
and 1
can be used at most once.
Note:
- The given numbers of
0s
and1s
will both not exceed100
- The size of given string array won‘t exceed
600
.
Example 1:
Input: Array = {"10", "0001", "111001", "1", "0"}, m = 5, n = 3 Output: 4 Explanation: This are totally 4 strings can be formed by the using of 5 0s and 3 1s, which are “10,”0001”,”1”,”0”
Example 2:
Input: Array = {"10", "0", "1"}, m = 1, n = 1 Output: 2 Explanation: You could form "10", but then you‘d have nothing left. Better form "0" and "1".
思路:
参考自:http://www.cnblogs.com/grandyang/p/6188893.html
这道题是一道典型的应用DP来解的题,如果我们看到这种求总数,而不是列出所有情况的题,十有八九都是用DP来解,重中之重就是在于找出递推式。如果你第一反应没有想到用DP来做,想得是用贪心算法来做,比如先给字符串数组排个序,让长度小的字符串在前面,然后遍历每个字符串,遇到0或者1就将对应的m和n的值减小,这种方法在有的时候是不对的,比如对于{"11", "01", "10"},m=2,n=2这个例子,我们将遍历完“11”的时候,把1用完了,那么对于后面两个字符串就没法处理了,而其实正确的答案是应该组成后面两个字符串才对。所以我们需要建立一个二位的DP数组,其中dp[i][j]表示有i个0和j个1时能组成的最多字符串的个数,而对于当前遍历到的字符串,我们统计出其中0和1的个数为zeros和ones,然后dp[i - zeros][j - ones]表示当前的i和j减去zeros和ones之前能拼成字符串的个数,那么加上当前的zeros和ones就是当前dp[i][j]可以达到的个数,我们跟其原有数值对比取较大值即可,所以递推式如下:
dp[i][j] = max(dp[i][j], dp[i - zeros][j - ones] + 1);
有了递推式,我们就可以很容易的写出代码如下:
int findMaxForm(vector<string>& strs, int m, int n) { vector<vector<int>> dp(m + 1, vector<int>(n + 1, 0)); int ones , zeros ; for (string str : strs) { ones = 0, zeros = 0; for (char ch : str) { if (ch == ‘0‘)zeros++; else if (ch == ‘1‘)ones++; } for (int i = m; i >= zeros;i--) { for (int j = n; j >= ones;j--) { dp[i][j] = max(dp[i][j],dp[i-zeros][j-ones]+1); } } } return dp[m][n]; }