7. Maximum Subarray
easyAsked at ExpediaFind the contiguous subarray with the largest sum.
By Alex Chen, Founder, InterviewChamp.AI · Last verified
Problem
Given an integer array nums, find the contiguous subarray (containing at least one number) which has the largest sum and return its sum.
Constraints
1 <= nums.length <= 10^5-10^4 <= nums[i] <= 10^4
Examples
Example 1
nums = [-2,1,-3,4,-1,2,1,-5,4]6Example 2
nums = [1]1Approaches
1. All subarrays
Compute sums of every contiguous range.
- Time
- O(n^2)
- Space
- O(1)
let best=-Infinity;
for (let i=0;i<nums.length;i++){let s=0;
for (let j=i;j<nums.length;j++){s+=nums[j];best=Math.max(best,s);}}
return best;Tradeoff:
2. Kadane's algorithm
Track running sum, reset when it goes negative. Expedia uses this pattern for max-profit booking windows.
- Time
- O(n)
- Space
- O(1)
function maxSubArray(nums) {
let cur = nums[0], best = nums[0];
for (let i = 1; i < nums.length; i++) {
cur = Math.max(nums[i], cur + nums[i]);
best = Math.max(best, cur);
}
return best;
}Tradeoff:
Expedia-specific tips
Expedia interviewers often pivot to 'max-profit booking window' framing — be ready to explain how Kadane's translates to identifying peak booking-revenue streaks.
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