24. Median of Two Sorted Arrays
hardAsked at MonzoCombine two sorted ledger snapshots and return the median transaction amount in O(log) time.
By Alex Chen, Founder, InterviewChamp.AI · Last verified
Problem
Given two sorted arrays nums1 and nums2 of size m and n respectively, return the median of the two sorted arrays. The overall run time complexity should be O(log (m+n)).
Constraints
nums1.length == m, nums2.length == n0 <= m, n <= 10001 <= m + n <= 2000
Examples
Example 1
nums1 = [1,3], nums2 = [2]2.00000Example 2
nums1 = [1,2], nums2 = [3,4]2.50000Approaches
1. Merge then index
Merge both sorted arrays into one and pick the middle element(s).
- Time
- O(m+n)
- Space
- O(m+n)
const merged = [];
let i = 0, j = 0;
while (i < nums1.length && j < nums2.length) merged.push(nums1[i] < nums2[j] ? nums1[i++] : nums2[j++]);
while (i < nums1.length) merged.push(nums1[i++]);
while (j < nums2.length) merged.push(nums2[j++]);
const t = merged.length;
return t % 2 ? merged[(t-1)/2] : (merged[t/2 - 1] + merged[t/2]) / 2;Tradeoff:
2. Binary search the smaller array
Partition the shorter array; binary search for the partition where the left halves of both arrays together are exactly half of the combined elements and the boundary values satisfy the median condition.
- Time
- O(log min(m,n))
- Space
- O(1)
function findMedianSortedArrays(a, b) {
if (a.length > b.length) [a, b] = [b, a];
const m = a.length, n = b.length, half = (m + n + 1) >> 1;
let lo = 0, hi = m;
while (lo <= hi) {
const i = (lo + hi) >> 1;
const j = half - i;
const aL = i === 0 ? -Infinity : a[i - 1];
const aR = i === m ? Infinity : a[i];
const bL = j === 0 ? -Infinity : b[j - 1];
const bR = j === n ? Infinity : b[j];
if (aL <= bR && bL <= aR) {
if ((m + n) % 2) return Math.max(aL, bL);
return (Math.max(aL, bL) + Math.min(aR, bR)) / 2;
} else if (aL > bR) hi = i - 1; else lo = i + 1;
}
}Tradeoff:
Monzo-specific tips
Monzo asks this for the log-time defense; tie it to how ledger snapshots are already sorted on the storage side.
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