题目描述:
LeetCode 435. Non-overlapping Intervals
Given a collection of intervals, find the minimum number of intervals you need to remove to make the rest of the intervals non-overlapping.
Note:
- You may assume the interval's end point is always bigger than its start point.
- Intervals like [1,2] and [2,3] have borders "touching" but they don't overlap each other.
Example 1:
Input: [ [1,2], [2,3], [3,4], [1,3] ] Output: 1 Explanation: [1,3] can be removed and the rest of intervals are non-overlapping.
Example 2:
Input: [ [1,2], [1,2], [1,2] ] Output: 2 Explanation: You need to remove two [1,2] to make the rest of intervals non-overlapping.
Example 3:
Input: [ [1,2], [2,3] ] Output: 0 Explanation: You don't need to remove any of the intervals since they're already non-overlapping.
题目大意:
给定一组区间,计算最少需要移除多少区间,才能使剩余区间两两互不相交。
注意:
- 你可以假设区间的终点总是比起点大
- 区间[1,2]和[2,3]首尾相接但并不相交
解题思路:
贪心算法(Greedy Algorithm)
优先按照终点,然后按照起点从小到大排序
利用变量end记录当前的区间终点,end初始化为负无穷
遍历排序后的区间,若当前区间的起点≥end,则更新end为当前区间的终点,并将计数器ans+1
ans为可以两两互不相交的最大区间数,len(intervals) - ans即为答案
贪心算法的正确性:
假设输入区间包含m个不同的终止时间,据此可将它们划分为m个组(G1, G2, ..., Gm)
|---G1---|---G2---|---G3---|---...---|---Gm---|
每一个分组内至多容纳一个区间,并且放弃检查其中任何一个区间并不会让最终答案更优。
Python代码:
# Definition for an interval.
# class Interval(object):
# def __init__(self, s=0, e=0):
# self.start = s
# self.end = e
class Solution(object):
def eraseOverlapIntervals(self, intervals):
"""
:type intervals: List[Interval]
:rtype: int
"""
invs = sorted((x.end, x.start) for x in intervals)
end = -0x7FFFFFFF
ans = 0
for e, s in invs:
if s >= end:
end = e
ans += 1
return len(intervals) - ans
本文链接:http://bookshadow.com/weblog/2016/10/30/leetcode-non-overlapping-intervals/
请尊重作者的劳动成果,转载请注明出处!书影博客保留对文章的所有权利。
赤壁的火神 发布于 2016年10月31日 09:21 #
题主能说一下为什么会想到按照终点排序么 自己做的时候下意识地按照起点排序 然后有的测试用例就过不去了 现在都不知道错在哪里了 谢谢
在线疯狂 发布于 2016年11月2日 13:58 #
按照起点排序很容易举出反例,我在博文里添加了一些说明。
赤壁的火神 发布于 2016年11月3日 04:30 #
谢谢!