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:155 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:
冬季食疗养生:吃南瓜可有效治疗哮喘  食疗:有效增强男人性能力的八款药膳  枸杞保健食疗功效多补肾益精养肝明目  如何从感官上辨别枸杞的真假和质量优劣  红酒对人体有保健作用但并非人人适宜  食品安全:盘点有毒的11种常见食物  鸡蛋的蛋黄和蛋清到底哪个更有营养?  揭秘减肥食品菇类营养价值抗癌降血脂  冬季感冒多喝姜茶可治疗外感风寒感冒  消除身体疲劳可多吃七种带“香”的食物 
评论列表
添加评论