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[LeetCode] Combination Sum IV 组合之和之四

2016-07-25 23:19 453 查看
Given an integer array with all positive numbers and no duplicates, find the number of possible combinations that add up to a positive integer target.

Example:

nums = [1, 2, 3]
target = 4

The possible combination ways are:
(1, 1, 1, 1)
(1, 1, 2)
(1, 2, 1)
(1, 3)
(2, 1, 1)
(2, 2)
(3, 1)

Note that different sequences are counted as different combinations.

Therefore the output is 7.

Follow up:

What if negative numbers are allowed in the given array?

How does it change the problem?

What limitation we need to add to the question to allow negative numbers?

Credits:
Special thanks to @pbrother for adding this problem and creating all test cases.

这道题是组合之和系列的第四道,我开始想当然的一位还是用递归来解,结果写出来发现TLE了,的确OJ给了一个test case为[4,1,2] 32,这个结果是39882198,用递归需要好几秒的运算时间,实在是不高效,估计这也是为啥只让返回一个总和,而不是返回所有情况,不然机子就爆了。而这道题的真正解法应该是用DP来做,解题思想有点像之前爬梯子的那道题Climbing Stairs,我们需要一个一维数组dp,其中dp[i]表示目标数为i的解的个数,然后我们从1遍历到target,对于每一个数i,遍历nums数组,如果i>=x, dp[i] += dp[i - x]。这个也很好理解,比如说对于[1,2,3] 4,这个例子,当我们在计算dp[3]的时候,3可以拆分为1+x,而x即为dp[2],3也可以拆分为2+x,此时x为dp[1],3同样可以拆为3+x,此时x为dp[0],我们把所有的情况加起来就是组成3的所有情况了,参见代码如下:

解法一:

class Solution {
public:
int combinationSum4(vector<int>& nums, int target) {
vector<int> dp(target + 1);
dp[0] = 1;
for (int i = 1; i <= target; ++i) {
for (auto a : nums) {
if (i >= a) dp[i] += dp[i - a];
}
}
return dp.back();
}
};


如果target远大于nums数组的个数的话,上面的算法可以做适当的优化,先给nums数组排个序,然后从1遍历到target,对于i小于数组中的数字x时,我们直接break掉,因为后面的数更大,其余地方不变,参见代码如下:

解法二:

class Solution {
public:
int combinationSum4(vector<int>& nums, int target) {
vector<int> dp(target + 1);
dp[0] = 1;
sort(nums.begin(), nums.end());
for (int i = 1; i <= target; ++i) {
for (auto a : nums) {
if (i < a) break;
dp[i] += dp[i - a];
}
}
return dp.back();
}
};


类似题目:

Combination Sum

Combination Sum II

Combination Sum III

参考资料:

https://discuss.leetcode.com/topic/52217/6-lines-c-dp-solution

https://discuss.leetcode.com/topic/52186/my-3ms-java-dp-solution

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