435. Non-overlapping Intervals
1. Description
Given an array of intervals intervals where intervals[i] = [$start_i$, $end_i$], return the minimum number of intervals you need to remove to make the rest of the intervals non-overlapping.
Note that intervals which only touch at a point are non-overlapping. For example, [1, 2] and [2, 3] are non-overlapping.
2. Example
Example 1
Input: intervals = [[1,2],[2,3],[3,4],[1,3]]
Output: 1
Explanation: [1,3] can be removed and the rest of the intervals are non-overlapping.
Example 2
Input: intervals = [[1,2],[1,2],[1,2]]
Output: 2
Explanation: You need to remove two [1,2] to make the rest of the intervals non-overlapping.
Example 3
Input: intervals = [[1,2],[2,3]]
Output: 0
Explanation: You don’t need to remove any of the intervals since they’re already non-overlapping.
3. Constraints
- 1 <= intervals.length <= $10^5$
- intervals[i].length == 2
- -5 * $10^4$ <= starti < endi <= 5 * $10^4$
4. Solutions
Sort && Greedy
n = intervals.size()
Time complexity: O(nlogn)
Space complexity: O(logn)
// Greedy strategy:
// Sort intervals by their right endpoint in ascending order.
// Always pick the interval with the smallest right endpoint
// to minimize overlap and leave more room for subsequent intervals.
class Solution {
public:
int eraseOverlapIntervals(vector<vector<int>> intervals) {
sort(intervals.begin(), intervals.end(), [](const vector<int> &a, const vector<int> &b) {
return a[1] < b[1];
});
const int n = intervals.size();
int nonoverlap_right = intervals[0][1], nonoverlap_count = 1;
for (int i = 1; i < n; ++i) {
if (intervals[i][0] >= nonoverlap_right) {
nonoverlap_right = intervals[i][1];
++nonoverlap_count;
}
}
return n - nonoverlap_count;
}
};