Data Structures I (CPCS-204)

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Presentation transcript:

Data Structures I (CPCS-204) Week # 4: Sorting Algorithms Dr. Omar Batarfi Dr. Yahya Dahab Dr. Imtiaz Khan

Sorting Motivation List of numbers List of alphabets Generally, to arrange a list of elements in some order List of numbers 10 20 50 30 40 60 25 (Unsorted list) 10 20 25 30 40 50 60 (Sorted list, ascending) 60 50 40 30 25 20 10 (Sorted list, descending) List of alphabets P A K I S T A N (Unsorted list) A A I K N P S T (Sorted list, ascending) T S P N K I A A (Sorted list, descending)

Sorting Algorithms Bubble Sort Selection Sort Insertion Sort Quick Sort Merge Sort There are few more sorting algorithms; you can find them in a book on data structures and algorithms (or on the Web)

Bubble Sort Algorithm: Informal Repeatedly compare the elements at consecutive locations in a given list, and do the following until the elements are in required order: If elements are not in the required order, swap them (change their position) Otherwise do nothing

Bubble Sort in Action: Phase 1 3 15 45 40 8 12 5 22 14 3 15 45 40 8 12 5 22 14 3 15 45 40 8 12 22 5 14 3 15 45 40 8 22 12 5 14 3 15 45 40 22 8 12 5 14 3 15 45 40 22 8 12 5 14 3 15 45 40 22 8 12 5 14 3 45 15 40 22 8 12 5 14 45 3 15 40 22 8 12 5 14 8 comparisons

Bubble Sort in Action: Phase 2 45 3 15 40 22 8 12 5 14 45 3 15 40 22 8 12 14 5 45 3 15 40 22 8 14 12 5 45 3 15 40 22 14 8 12 5 45 3 15 40 22 14 8 12 5 45 3 15 40 22 14 8 12 5 45 3 40 15 22 14 8 12 5 45 40 3 15 22 14 8 12 5 7 comparisons

Bubble Sort in Action: Phase 3 45 40 3 15 22 14 8 12 5 45 40 3 15 22 14 8 12 5 45 40 3 15 22 14 12 8 5 45 40 3 15 22 14 12 8 5 45 40 3 15 22 14 12 8 5 45 40 3 22 15 14 12 8 5 45 40 22 3 15 14 12 8 5 6 comparisons

Bubble Sort in Action: Phase 4 45 40 22 3 15 14 12 8 5 45 40 22 3 15 14 12 8 5 45 40 22 3 15 14 12 8 5 45 40 22 3 15 14 12 8 5 45 40 22 3 15 14 12 8 5 45 40 22 15 3 14 12 8 5 5 comparisons

Bubble Sort in Action: Phase 5 45 40 22 15 3 14 12 8 5 45 40 22 15 3 14 12 8 5 45 40 22 15 3 14 12 8 5 45 40 22 15 3 14 12 8 5 45 40 22 15 14 3 12 8 5 4 comparisons

Bubble Sort in Action: Phase 6 45 40 22 15 14 3 12 8 5 45 40 22 15 14 3 12 8 5 45 40 22 15 14 3 12 8 5 45 40 22 15 14 12 3 8 5 3 comparisons

Bubble Sort in Action: Phase 7 45 40 22 15 14 12 3 8 5 45 40 22 15 14 12 3 8 5 45 40 22 15 14 12 8 3 5 2 comparisons

Bubble Sort in Action: Phase 8 45 40 22 15 14 12 8 3 5 45 40 22 15 14 12 8 5 3 1 comparison

Bubble Sort Algorithm in Java void bubbleSort(int List[]) { int temp; int size = List.length; for (i = 0; i < size - 1; i++) { for (j = 0; j < size – (i + 1); j++) if (List[j] > List[j+1]) { //swap temp = List[j]; List[j] = List[j+1]; List[j+1] = temp; } Time complexity of the Bubble Sort algorithm is O(n2). Think why?

Selection Sort: Informal Suppose we want to sort an array in ascending order: Locate the smallest element in the array; swap it with element at index 0 Then, locate the next smallest element in the array; swap it with element at index 1. Continue until all elements are arranged in order

Selection Sort in Action 3 15 45 40 8 12 5 22 14 14 15 45 40 8 12 5 22 3 14 15 45 40 8 12 22 5 3 14 15 45 40 22 12 8 5 3

Selection Sort in Action 14 15 45 40 22 12 8 5 3 14 15 45 40 22 12 8 5 3 22 15 45 40 14 12 8 5 3 22 40 45 15 14 12 8 5 3

Selection Sort in Action 22 40 45 15 14 12 8 5 3 45 40 22 15 14 12 8 5 3 45 40 22 15 14 12 8 5 3 45 40 22 15 14 12 8 5 3

Selection Sort Algorithm in Java void selectionSort(int List[]) { int temp, min; int size = List.length; for (i = 0; i < size; i++){ min = i; for (j = i + 1; j < size; j++) if (List[j] < List[min]) {min = j; } } temp = List[min]; List[min] = List[i]; //swap List[i] = temp; Time complexity of the Selection Sort algorithm is O(n2). Think why?

Bubble Sort vs. Selection Sort Selection Sort is more efficient than Bubble Sort, because of fewer exchanges in the former Both Bubble Sort and Selection Sort belong to the same (quadratic) complexity class (O(n2)) Bubble Sort may be easy to understand as compared to Selection Sort – What do you think?

Insertion Sort Works like someone who inserts one more card at a time into a hand of cards that are already sorted To insert 12, we need to make room for it … 6 10 24 36 12

21 Insertion Sort … by shifting first 36 towards right… 6 10 24 36 12

Insertion Sort 24 36 10 6 … and then shifting 24 towards right 12

Insertion Sort 24 36 10 Once room is available, insert the element (12 in this case) 6 12

Insertion Sort: Informal We divide the list into two parts: Sorted and Unsorted parts Initially the sorted part contains the first element (at index 0) the unsorted part contains the elements from index 1 to N-1 Then, we move element from index 1 to an appropriate position in the sorted part, keeping order intact Then, we move element from index 2 to an appropriate position in the sorted part, keeping order intact ... Finally, we move element from index N-1 to an appropriate position in the sorted part, keeping order intact

Insertion Sort Algorithm in Java void insertionSort(int List[]){ int temp; int size = List.length; for (int i = 1; i < size; i++){ int j = i; temp = List[i]; while (j > 0 && temp < List[j - 1]){ List[j] = List[j - 1]; // right shifting j--; } List[j] = temp; Time complexity of the Insertion Sort algorithm is O(n2). Think why?

Insertion Sort example