20. Merge Intervals
mediumAsked at YelpMerge a list of overlapping intervals — Yelp uses sort + sweep to test whether candidates can collapse adjacent business-hours ranges before scaling to geo-cell overlap merging.
By Alex Chen, Founder, InterviewChamp.AI · Last verified
Problem
Given an array of intervals where intervals[i] = [start_i, end_i], merge all overlapping intervals and return an array of the non-overlapping intervals that cover all the intervals in the input.
Constraints
1 <= intervals.length <= 10^40 <= start_i <= end_i <= 10^4
Examples
Example 1
intervals = [[1,3],[2,6],[8,10],[15,18]][[1,6],[8,10],[15,18]]Example 2
intervals = [[1,4],[4,5]][[1,5]]Approaches
1. Nested compare and union
Repeatedly scan for overlapping pairs and merge them until no overlaps remain.
- Time
- O(n^2)
- Space
- O(n)
let res = [...intervals], changed = true;
while (changed) {
changed = false;
outer: for (let i = 0; i < res.length; i++)
for (let j = i+1; j < res.length; j++)
if (res[i][1] >= res[j][0] && res[i][0] <= res[j][1]) {
res[i] = [Math.min(res[i][0], res[j][0]), Math.max(res[i][1], res[j][1])];
res.splice(j, 1); changed = true; break outer;
}
}
return res;Tradeoff:
2. Sort by start, then sweep
After sorting by start, walk once; extend the current merged interval whenever the next one overlaps, otherwise push and reset.
- Time
- O(n log n)
- Space
- O(n)
function merge(intervals) {
if (!intervals.length) return [];
intervals.sort((a, b) => a[0] - b[0]);
const out = [intervals[0]];
for (let i = 1; i < intervals.length; i++) {
const top = out[out.length - 1];
if (intervals[i][0] <= top[1]) top[1] = Math.max(top[1], intervals[i][1]);
else out.push(intervals[i]);
}
return out;
}Tradeoff:
Yelp-specific tips
Yelp will pivot to geo indexing — be ready to discuss how interval merging extends to collapsing overlapping geohash cells when computing nearby-business coverage.
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