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  • [LeetCode] Find Median from Data Stream | 动态计算数据流的中位数

    https://leetcode.com/problems/find-median-from-data-stream/#/description

    维护两个堆,一个最小堆,用于存比中位数大的数;一个最大堆,用于存比中位数小的数。关键在于使得两个堆的大小之差不超过1。

    class MedianFinder {
    public:
        /** initialize your data structure here. */
        MedianFinder() {
    
        }
        
        void addNum(int num) {
            if (median.empty()) {
                median.push_back(num);
                return;
            }
            if ((double)num <= median[0]) {
                max_heap.push(num);
            } else {
                min_heap.push(num);
            }
            if (max_heap.size() > min_heap.size() + 1) {
                min_heap.push(median[0]);
                median[0] = max_heap.top();
                max_heap.pop();
            } else if (min_heap.size() > max_heap.size() + 1) {
                max_heap.push(median[0]);
                median[0] = min_heap.top();
                min_heap.pop();
            }
        }
        
        double findMedian() {
            if (max_heap.size() == min_heap.size()) {
                return (double) median[0];
            } else if (max_heap.size() < min_heap.size()) {
                return ((double) median[0] + min_heap.top()) / 2;
            } else {
                return ((double) median[0] + max_heap.top()) / 2;
            }
        }
    
    private:
        priority_queue<int> max_heap;
        priority_queue<int, vector<int>, greater<int>> min_heap;
        vector<int> median;
    };
    
    /**
     * Your MedianFinder object will be instantiated and called as such:
     * MedianFinder obj = new MedianFinder();
     * obj.addNum(num);
     * double param_2 = obj.findMedian();
     */
    
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  • 原文地址:https://www.cnblogs.com/ilovezyg/p/7050491.html
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