How to Compute Kth Largest Element in a Stream?

  • 时间:2020-09-28 16:28:51
  • 分类:网络文摘
  • 阅读:151 次

Design a class to find the kth largest element in a stream. Note that it is the kth largest element in the sorted order, not the kth distinct element.

Your KthLargest class will have a constructor which accepts an integer k and an integer array nums, which contains initial elements from the stream. For each call to the method KthLargest.add, return the element representing the kth largest element in the stream.

Example:
int k = 3;
int[] arr = [4,5,8,2];
KthLargest kthLargest = new KthLargest(3, arr);
kthLargest.add(3); // returns 4
kthLargest.add(5); // returns 5
kthLargest.add(10); // returns 5
kthLargest.add(9); // returns 8
kthLargest.add(4); // returns 8
Note:
You may assume that nums’ length ≥ k-1 and k ≥ 1.

Compute the K-th Largest using Priority Queue

In the constructor, we store the K and construct a priority queue. Then we need to push the elements into the priority queue.

When we add another element to the priority queue, we need to pop extra elements until we have exactly K elements internally in the priority queue.

Adding one element to the priority queue takes O(logN) time complexity.

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
class KthLargest {
public:
    KthLargest(int k, vector<int>& nums) {
       this->kth = k;
       for (const auto &n: nums) {
           pq.push(n);
       } 
    }
    
    int add(int val) {
       pq.push(val);
       while (kth < pq.size()) {
           pq.pop();
       }
       return pq.top();
    }
private:
    int kth;
    priority_queue<int, vector<int>, std::greater<int>> pq;
};
 
/**
 * Your KthLargest object will be instantiated and called as such:
 * KthLargest* obj = new KthLargest(k, nums);
 * int param_1 = obj->add(val);
 */
class KthLargest {
public:
    KthLargest(int k, vector<int>& nums) {
       this->kth = k;
       for (const auto &n: nums) {
           pq.push(n);
       } 
    }
    
    int add(int val) {
       pq.push(val);
       while (kth < pq.size()) {
           pq.pop();
       }
       return pq.top();
    }
private:
    int kth;
    priority_queue<int, vector<int>, std::greater<int>> pq;
};

/**
 * Your KthLargest object will be instantiated and called as such:
 * KthLargest* obj = new KthLargest(k, nums);
 * int param_1 = obj->add(val);
 */

–EOF (The Ultimate Computing & Technology Blog) —

推荐阅读:
有红黄两种颜色的小球共140个  元宵节观灯作文  一人饮酒醉  宛委山看樱花作文  总会有一个人是无可替代的。  不要畏惧痛苦作文900字  都是马虎惹的祸作文100字  圣诞节的作文600字  春天的雨小学生作文  三下乡之七月十四号 
评论列表
添加评论