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Add MedianFinder algorithm (#5837)
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@ -177,6 +177,7 @@
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* [KthElementFinder](https://github.com/TheAlgorithms/Java/blob/master/src/main/java/com/thealgorithms/datastructures/heaps/KthElementFinder.java)
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* [KthElementFinder](https://github.com/TheAlgorithms/Java/blob/master/src/main/java/com/thealgorithms/datastructures/heaps/KthElementFinder.java)
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* [LeftistHeap](https://github.com/TheAlgorithms/Java/blob/master/src/main/java/com/thealgorithms/datastructures/heaps/LeftistHeap.java)
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* [LeftistHeap](https://github.com/TheAlgorithms/Java/blob/master/src/main/java/com/thealgorithms/datastructures/heaps/LeftistHeap.java)
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* [MaxHeap](https://github.com/TheAlgorithms/Java/blob/master/src/main/java/com/thealgorithms/datastructures/heaps/MaxHeap.java)
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* [MaxHeap](https://github.com/TheAlgorithms/Java/blob/master/src/main/java/com/thealgorithms/datastructures/heaps/MaxHeap.java)
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* [MedianFinder](https://github.com/TheAlgorithms/Java/blob/master/src/main/java/com/thealgorithms/datastructures/heaps/MedianFinder.java)
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* [MinHeap](https://github.com/TheAlgorithms/Java/blob/master/src/main/java/com/thealgorithms/datastructures/heaps/MinHeap.java)
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* [MinHeap](https://github.com/TheAlgorithms/Java/blob/master/src/main/java/com/thealgorithms/datastructures/heaps/MinHeap.java)
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* [MinPriorityQueue](https://github.com/TheAlgorithms/Java/blob/master/src/main/java/com/thealgorithms/datastructures/heaps/MinPriorityQueue.java)
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* [MinPriorityQueue](https://github.com/TheAlgorithms/Java/blob/master/src/main/java/com/thealgorithms/datastructures/heaps/MinPriorityQueue.java)
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* lists
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* lists
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@ -851,6 +852,7 @@
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* [GenericHeapTest](https://github.com/TheAlgorithms/Java/blob/master/src/test/java/com/thealgorithms/datastructures/heaps/GenericHeapTest.java)
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* [GenericHeapTest](https://github.com/TheAlgorithms/Java/blob/master/src/test/java/com/thealgorithms/datastructures/heaps/GenericHeapTest.java)
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* [KthElementFinderTest](https://github.com/TheAlgorithms/Java/blob/master/src/test/java/com/thealgorithms/datastructures/heaps/KthElementFinderTest.java)
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* [KthElementFinderTest](https://github.com/TheAlgorithms/Java/blob/master/src/test/java/com/thealgorithms/datastructures/heaps/KthElementFinderTest.java)
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* [LeftistHeapTest](https://github.com/TheAlgorithms/Java/blob/master/src/test/java/com/thealgorithms/datastructures/heaps/LeftistHeapTest.java)
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* [LeftistHeapTest](https://github.com/TheAlgorithms/Java/blob/master/src/test/java/com/thealgorithms/datastructures/heaps/LeftistHeapTest.java)
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* [MedianFinderTest](https://github.com/TheAlgorithms/Java/blob/master/src/test/java/com/thealgorithms/datastructures/heaps/MedianFinderTest.java)
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* [MinPriorityQueueTest](https://github.com/TheAlgorithms/Java/blob/master/src/test/java/com/thealgorithms/datastructures/heaps/MinPriorityQueueTest.java)
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* [MinPriorityQueueTest](https://github.com/TheAlgorithms/Java/blob/master/src/test/java/com/thealgorithms/datastructures/heaps/MinPriorityQueueTest.java)
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* lists
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* lists
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* [CircleLinkedListTest](https://github.com/TheAlgorithms/Java/blob/master/src/test/java/com/thealgorithms/datastructures/lists/CircleLinkedListTest.java)
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* [CircleLinkedListTest](https://github.com/TheAlgorithms/Java/blob/master/src/test/java/com/thealgorithms/datastructures/lists/CircleLinkedListTest.java)
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@ -0,0 +1,59 @@
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package com.thealgorithms.datastructures.heaps;
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import java.util.PriorityQueue;
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/**
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* This class maintains the median of a dynamically changing data stream using
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* two heaps: a max-heap and a min-heap. The max-heap stores the smaller half
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* of the numbers, and the min-heap stores the larger half.
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* This data structure ensures that retrieving the median is efficient.
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*
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* Time Complexity:
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* - Adding a number: O(log n) due to heap insertion.
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* - Finding the median: O(1).
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*
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* Space Complexity: O(n), where n is the total number of elements added.
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*
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* @author Hardvan
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*/
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public final class MedianFinder {
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MedianFinder() {
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}
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private PriorityQueue<Integer> minHeap = new PriorityQueue<>();
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private PriorityQueue<Integer> maxHeap = new PriorityQueue<>((a, b) -> b - a);
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/**
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* Adds a new number to the data stream. The number is placed in the appropriate
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* heap to maintain the balance between the two heaps.
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*
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* @param num the number to be added to the data stream
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*/
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public void addNum(int num) {
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if (maxHeap.isEmpty() || num <= maxHeap.peek()) {
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maxHeap.offer(num);
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} else {
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minHeap.offer(num);
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}
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if (maxHeap.size() > minHeap.size() + 1) {
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minHeap.offer(maxHeap.poll());
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} else if (minHeap.size() > maxHeap.size()) {
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maxHeap.offer(minHeap.poll());
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}
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}
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/**
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* Finds the median of the numbers added so far. If the total number of elements
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* is even, the median is the average of the two middle elements. If odd, the
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* median is the middle element from the max-heap.
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*
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* @return the median of the numbers in the data stream
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*/
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public double findMedian() {
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if (maxHeap.size() == minHeap.size()) {
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return (maxHeap.peek() + minHeap.peek()) / 2.0;
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}
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return maxHeap.peek();
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}
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}
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@ -0,0 +1,17 @@
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package com.thealgorithms.datastructures.heaps;
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import static org.junit.jupiter.api.Assertions.assertEquals;
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import org.junit.jupiter.api.Test;
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public class MedianFinderTest {
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@Test
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public void testMedianMaintenance() {
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MedianFinder mf = new MedianFinder();
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mf.addNum(1);
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mf.addNum(2);
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assertEquals(1.5, mf.findMedian());
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mf.addNum(3);
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assertEquals(2.0, mf.findMedian());
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}
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}
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