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560. Minimum Interval Removal Problem - Leetcode
Problem Statement
Given an array of intervals, where each interval is represented as intervals[i] = [starti, endi]
, the goal is to determine the minimum number of intervals to remove to make the rest of the intervals non-overlapping.
Key Points:
- Intervals that touch at a single point (e.g.,
[1, 2]
and[2, 3]
) are considered non-overlapping. - You must ensure that the remaining intervals do not overlap.
Examples:
Example 1:
Input: intervals = [[1, 4], [3, 5], [5, 6], [2, 3]] Output: 1 Explanation: Removing [3, 5] makes the intervals non-overlapping.
Example 2:
Input: intervals = [[2, 3], [2, 3], [2, 3], [4, 5]] Output: 2 Explanation: Removing two intervals [2, 3] makes the rest non-overlapping.
Example 3:
Input: intervals = [[1, 2], [2, 3], [3, 4]] Output: 0 Explanation: The intervals are already non-overlapping.
Approach to Solve the Problem
This problem can be solved using a greedy algorithm. The key idea is to minimize overlap by always selecting intervals that end the earliest.
Steps:
- Sort intervals by their end times: This ensures we always process intervals with earlier end times first, maximizing room for subsequent intervals.
- Iterate through the sorted intervals: Track the previous interval and compare it with the current one.
- Count overlapping intervals: If the current interval starts before the previous interval ends, increment a counter. Otherwise, update the
previous
interval.
Code:
Sorted Intervals: [[2, 3], [1, 4], [3, 5], [5, 6]] 1 Sorted Intervals: [[2, 3], [2, 3], [2, 3], [4, 5]] 2