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  • [LeetCode]Find Median from Data Stream

    Median is the middle value in an ordered integer list. If the size of the list is even, there is no middle value. So the median is the mean of the two middle value.

    Examples: 

    [2,3,4] , the median is 3

    [2,3], the median is (2 + 3) / 2 = 2.5

    Design a data structure that supports the following two operations:

    • void addNum(int num) - Add a integer number from the data stream to the data structure.
    • double findMedian() - Return the median of all elements so far.

    For example:

    add(1)
    add(2)
    findMedian() -> 1.5
    add(3) 
    findMedian() -> 2







    class MedianFinder {
    public:
    
        // Adds a number into the data structure.
        void addNum(int num) {
            maxH.push(num);
            int t = maxH.top();
            maxH.pop(); minH.push(t);
            int m = maxH.size(), n = minH.size();
            if (n > m) {
                int t = minH.top();
                minH.pop(); maxH.push(t);
            }
        }
    
        // Returns the median of current data stream
        double findMedian() { 
            int m = maxH.size(), n = minH.size();
            if (!m && !n) return 0.0;
            if (m == n) return (maxH.top() + minH.top()) / 2.0;
            return (m > n) ? maxH.top() : minH.top();
        }
    private:
        priority_queue<int, vector<int>, less<int>> maxH;       // stores the smaller half
        priority_queue<int, vector<int>, greater<int>> minH;    // stores the larger half
    };
    
    // Your MedianFinder object will be instantiated and called as such:
    // MedianFinder mf;
    // mf.addNum(1); 
    // mf.findMedian();

    一个最小堆,一个最大堆,利用了堆的性质。
    只需要求中位数。

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  • 原文地址:https://www.cnblogs.com/shenbingyu/p/4908699.html
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