Source
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
Java
class MedianFinder {
PriorityQueue<Integer> min = new PriorityQueue();
PriorityQueue<Integer> max = new PriorityQueue(1000, Collections.reverseOrder());
public void addNum(int num) {
max.offer(num);
min.offer(max.poll());
if (max.size() < min.size()){
max.offer(min.poll());
}
}
public double findMedian() {
if (max.size() == min.size()) return (max.peek() + min.peek()) / 2.0;
else return max.peek();
}
};
Reference
Find Median from Data Stream