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FindMedianFromDataStream.cpp
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FindMedianFromDataStream.cpp
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// Source : https://leetcode.com/problems/find-median-from-data-stream/
// Author : Hao Chen
// Date : 2015-11-14
/***************************************************************************************
*
* 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
*
* Credits:Special thanks to @Louis1992 for adding this problem and creating all test
* cases.
*
***************************************************************************************/
class MedianFinder {
private:
//we seprate the sorted array to two parts
multiset<int> first, second;
public:
// Adds a number into the data structure.
void addNum(int num) {
if (first.empty() || num <= *(first.rbegin()) ) {
first.insert(num);
} else {
second.insert(num);
}
if (first.size() > second.size() + 1) {
auto it = first.end();
it--;
second.insert(*(it));
first.erase(it);
}
if ( first.size() < second.size() ) {
first.insert(*(second.begin()));
second.erase(second.begin());
}
}
// Returns the median of current data stream
double findMedian() {
if (first.size()> second.size()) {
return *(first.rbegin());
}
double x = *first.rbegin();
double y = *second.begin();
return (x+y)/2;
}
};
// Your MedianFinder object will be instantiated and called as such:
// MedianFinder mf;
// mf.addNum(1);
// mf.findMedian();