|
| 1 | +# Heap Sort |
| 2 | +Heap sort is one of the sorting algorithms used to arrange a list of elements in order. Heapsort algorithm uses one of the tree concepts called Heap Tree. |
| 3 | +In this sorting algorithm, we use Max Heap to arrange list of elements in Descending order and Min Heap to arrange list elements in Ascending order. |
| 4 | +There are 2 variations of heap possible |
| 5 | +### MIN HEAP |
| 6 | +* Here the value of parent is always less than the value of its children |
| 7 | +Hence root will be the minimum in the entire heap |
| 8 | +### MAX HEAP |
| 9 | +* Here the value of parent is always more than the value of its children |
| 10 | +Hence root will be the maximum in the entire heap |
| 11 | + |
| 12 | +## Algorithm |
| 13 | +* Step 1 - Construct a Binary Tree with given list of Elements. |
| 14 | +* Step 2 - Transform the Binary Tree into Max Heap. |
| 15 | +* Step 3 - Delete the root element from Max Heap using Heapify method. |
| 16 | +* Step 4 - Put the deleted element into the Sorted list. |
| 17 | +* Step 5 - Repeat the same until Max Heap becomes empty. |
| 18 | +* Step 6 - Display the sorted list. |
| 19 | + |
| 20 | +## Pseudo-code |
| 21 | +``` |
| 22 | +heapify(arr , i) |
| 23 | + leftChild = arr [2*0 + 1]; |
| 24 | + rightChild = arr [2*0 + 2]; |
| 25 | + maxIndex = max( arr[i], leftChild, rightChild) |
| 26 | + if(i != maxIndex) |
| 27 | + swap(arr[i], arr[maxIndex]) |
| 28 | + ``` |
| 29 | + ``` |
| 30 | + buildMaxHeap(arr) |
| 31 | + for(int i = n / 2 - 1; i >= 0; i--) |
| 32 | + heapify(arr, i); |
| 33 | +``` |
| 34 | + |
| 35 | +## Complexity |
| 36 | + |
| 37 | +- Worst case time complexity: `O(n log n)` |
| 38 | +- Average case time complexity: `O(n log n)` |
| 39 | +- Best case time complexity: `O(n log n)` |
| 40 | +- Space complexity: `O(1)` |
| 41 | + |
| 42 | +## Applications of Heap Sort |
| 43 | +* K sorted array |
| 44 | +* K largest or smallest elements in an array |
| 45 | + |
| 46 | +### Instruction for Running code: |
| 47 | + - C |
| 48 | + ``` |
| 49 | + gcc heapSort.c |
| 50 | + ./a.out |
| 51 | + ``` |
| 52 | + - Cpp |
| 53 | +
|
| 54 | + ```` |
| 55 | + g++ heapSort.cpp |
| 56 | + ./a.out |
| 57 | + ```` |
| 58 | +- Java |
| 59 | +
|
| 60 | + ``` |
| 61 | + javac heapSort.java |
| 62 | + java heapSort.class |
| 63 | + ``` |
| 64 | +- Python |
| 65 | + ``` |
| 66 | + python3 heapSort.py |
| 67 | + ``` |
0 commit comments