Cover image for Interview Classic 150 Questions P918 Maximum Sum of Circular Subarray

Interview Classic 150 Questions P918 Maximum Sum of Circular Subarray


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2025-12-02

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Dynamic programming, Kadane's algorithm

Problem:

It can be divided into two cases:

  • The first case is the classic Kadane’s algorithm pattern, subarray [start, end], 0<=start<=end<n 0 <= start <= end < n
  • In the second case, the subarray is split into [0, end] and [start, n-1], 0<=end<=start<n 0 <= end <= start < n

For the second case, the sum can be obtained by total - sum(end, start) of the entire array. Therefore, we need to find the minimum sum of a subarray.

Note that in the second case, the subarray length cannot be the entire array length; in that case total - sum == 0
For example: nums = [-3,-2,-3]

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#include <vector>using std::vector;class Solution {    public:	int maxSubarraySumCircular(vector<int> &nums)	{		int i, index, n = nums.size();		int max_sum = nums[0];		int sum = nums[0];		vector<int> dp_kadane(n);		dp_kadane[0] = nums[0];		for (i = 1; i < n; i++) { // case1 : 0<=start<=end<n			dp_kadane[i] = std::max(dp_kadane[i - 1] + nums[i], nums[i]);			max_sum = std::max(max_sum, dp_kadane[i]);			sum += nums[i];		}		// case2: [0,end] [start, n-1]		// vector<int> suffix(n);		// suffix[n - 1] = nums[n - 1];		// for (i = n - 2; i >= 0; i--) {		// 	suffix[i] = suffix[i + 1] + nums[i];		// }		// vector<int> prefix(n);		// prefix[0] = nums[0];		// for (i = 1; i < n; i++) {		// 	prefix[i] = prefix[i - 1] + nums[i];		// }		vector<int> dp_min_kadane(n);		dp_min_kadane[0] = nums[0];		int min_sum = nums[0];		for (i = 1; i < n; i++) {			dp_min_kadane[i] = std::min(dp_min_kadane[i - 1] + nums[i], nums[i]);			min_sum = std::min(min_sum, dp_min_kadane[i]);		}		if (min_sum == sum) {			return max_sum;		}		return std::max(max_sum, sum - min_sum);	}};

A more efficient implementation:

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#include <vector>using std::vector;class Solution {    public:	int maxSubarraySumCircular(vector<int> &nums)	{		int i, index, n = nums.size();		int max_sum = nums[0], min_sum = nums[0];		int sum = nums[0];		vector<int> dp_kadane(n);		vector<int> dp_min_kadane(n);		dp_kadane[0] = nums[0];		dp_min_kadane[0] = nums[0];		for (i = 1; i < n; i++) {			dp_kadane[i] = std::max(dp_kadane[i - 1] + nums[i], nums[i]);			max_sum = std::max(max_sum, dp_kadane[i]);			dp_min_kadane[i] = std::min(dp_min_kadane[i - 1] + nums[i], nums[i]);			min_sum = std::min(min_sum, dp_min_kadane[i]);			sum += nums[i];		}		if (min_sum == sum) {			return max_sum;		}		return std::max(max_sum, sum - min_sum);	}};
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