The O(N) Increasing Triplet Subsequence Algorithm

  • 时间:2020-09-24 11:41:27
  • 分类:网络文摘
  • 阅读:132 次

Given an unsorted array return whether an increasing subsequence of length 3 exists or not in the array.

Formally the function should:
Return true if there exists i, j, k
such that arr[i] < arr[j] < arr[k] given 0 ≤ i < j < k ≤ n-1 else return false.
Note: Your algorithm should run in O(n) time complexity and O(1) space complexity.

Example 1:
Input: [1,2,3,4,5]
Output: true
Example 2:

Input: [5,4,3,2,1]
Output: false

Checking Increasing Triplet Subsequence in O(N) Algorithm

The most intutive solution will be to bruteforce a triplet in O(N^3) and see if it is in increasing order. Obviously, this is inefficient. A Better solution is to record the smaller numbers as iterating the array.

This greedy approach works, as we are iterating the array from left to the right. If we find out a number that is different than the two numbers we have found – and both numbers are smaller than the current number, we know it has a increasing triplet subsequence.

1
2
3
4
5
6
7
8
9
10
11
12
13
14
class Solution {
public:
    bool increasingTriplet(vector<int>& nums) {
        int first = INT_MAX, second = INT_MAX;
        for (const auto &n: nums) {
            if (n <= first) {
                first = n;
            } else if (n <= second) {
                second = n;
            } else return true;
        }
        return false; // can't find such triplet increasing subsequence
    }
};
class Solution {
public:
    bool increasingTriplet(vector<int>& nums) {
        int first = INT_MAX, second = INT_MAX;
        for (const auto &n: nums) {
            if (n <= first) {
                first = n;
            } else if (n <= second) {
                second = n;
            } else return true;
        }
        return false; // can't find such triplet increasing subsequence
    }
};

I have to say, this trick is elegant and makes the algorithm efficient in O(N) time and O(1) constant space.

–EOF (The Ultimate Computing & Technology Blog) —

推荐阅读:
正方体铁块熔铸成圆锥形问题  甲乙应合作几天  圆锥形木块沿着它的高切开  通过修改版本号屏蔽WordPress主程序及插件更新提示的方法  WordPress定时发布功能 网站SEO优化的好帮手  robots.txt的格式、写法及其对于WordPress的seo作用  无需修改代码 轻松隐藏WordPress管理工具栏  修改WordPress标签云字体大小及标签显示数量的方法  巧用wordpress更新服务 提升搜索引擎收录文章的速度  无需登陆FTP 新建一个wordpress主题文件 
评论列表
添加评论