In computer science, merge sort or mergesort is a sorting algorithm for rearranging lists (or any such linear sequential data storage structure) into a specified order. It is a particularly good example of the divide and conquer algorithmic paradigm. It is a comparison sort. Merging is the process of combining two or more sorted files into a third sorted file.
Conceptually, merge sort works as follows:
1. Divide the unsorted list into two sublists of about half the size
2. Sort each of the two sublists
3. Merge the two sorted sublists back into one sorted list
Merge-Sort Algorithm :
Example :
a[1:10]=(310, 285, 179, 652, 351, 423, 861, 254, 450, 520)
Hand simulation
(310 285 179 652 351 | 423 861 254 450 520) split
(310 285 179 | 652 351 | 423 861 254 450 520) split
(310 285 | 179 | 652 351 | 423 861 254 450 520) split
(310 | 285 | 179 | 652 351 | 423 861 254 450 520) split
(285 310 | 179 | 652 351 | 423 861 254 450 520) merge
(179 285 310 | 652 351 | 423 861 254 450 520) merge
(179 285 310 | 652 | 351 | 423 861 254 450 520) split
(179 285 310 | 351 652 | 423 861 254 450 520) merge
(179 285 310 351 652 | 423 861 254 450 520) merge
(179 285 310 351 652 | 423 861 254 | 450 520) split
……
Merge Sort Tree :
![](data:image/png;base64,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)
Advantages :
1. conceptually simple
2. suited to sorting linked lists of elements because merge traverses each linked list
3. suited to sorting external files; divides data into smaller files until can be stored in array in memory
4. stable performance
Two inefficiencies of MergeSort :
1. Not in place (It uses another array b[].)
1.1 Copy between a[] and b[] needed
2. Space and time for stack due to recursion
2.2 For small set sizes, most of time consumed by recursion instead of sorting
Merge Sort Java Code :
Conceptually, merge sort works as follows:
1. Divide the unsorted list into two sublists of about half the size
2. Sort each of the two sublists
3. Merge the two sorted sublists back into one sorted list
Merge-Sort Algorithm :
void MergeSort(int low, int high) // a[low : high] is a global array to be sorted. // Small(P) is true if there is only one element to // sort. In this case the list is already sorted. { if (low < high) { // If there are more than one element // Divide P into subproblems. // Find where to split the set. int mid = (low + high)/2; // Solve the subproblems. MergeSort(low, mid); MergeSort(mid + 1, high); // Combine the solutions. Merge(low, mid, high); } } void Merge(int low, int mid, int high) // a[low:high] is a global array containing two sorted // subsets in a[low:mid] and in a[mid+1:high]. The goal // is to merge these two sets into a single set residing // in a[low:high]. b[] is an auxiliary global array. { int h = low, i = low, j = mid+1, k; while ((h <= mid) && (j <= high)) { if (a[h] <= a[j]) { b[i] = a[h]; h++; } else { b[i] = a[j]; j++; } i++; } if (h > mid) for (k=j; k<=high; k++) { b[i] = a[k]; i++; } else for (k=h; k<=mid; k++) { b[i] = a[k]; i++; } for (k=low; k<=high; k++) a[k] = b[k]; }
Example :
a[1:10]=(310, 285, 179, 652, 351, 423, 861, 254, 450, 520)
Hand simulation
(310 285 179 652 351 | 423 861 254 450 520) split
(310 285 179 | 652 351 | 423 861 254 450 520) split
(310 285 | 179 | 652 351 | 423 861 254 450 520) split
(310 | 285 | 179 | 652 351 | 423 861 254 450 520) split
(285 310 | 179 | 652 351 | 423 861 254 450 520) merge
(179 285 310 | 652 351 | 423 861 254 450 520) merge
(179 285 310 | 652 | 351 | 423 861 254 450 520) split
(179 285 310 | 351 652 | 423 861 254 450 520) merge
(179 285 310 351 652 | 423 861 254 450 520) merge
(179 285 310 351 652 | 423 861 254 | 450 520) split
……
Merge Sort Tree :
Advantages :
1. conceptually simple
2. suited to sorting linked lists of elements because merge traverses each linked list
3. suited to sorting external files; divides data into smaller files until can be stored in array in memory
4. stable performance
Two inefficiencies of MergeSort :
1. Not in place (It uses another array b[].)
1.1 Copy between a[] and b[] needed
2. Space and time for stack due to recursion
2.2 For small set sizes, most of time consumed by recursion instead of sorting
Merge Sort Java Code :
import java.util.*; public class MergeSort{ public int a[]=new int[50]; public void merge_sort(int low,int high) { int mid; if(low<high) { mid=(low+high)/2; merge_sort(low,mid); merge_sort(mid+1,high); merge(low,mid,high); } } public void merge(int low,int mid,int high) { int h,i,j,k; int b[]=new int[50]; h=low; i=low; j=mid+1; while((h<=mid)&&(j<=high)) { if(a[h]<=a[j]) { b[i]=a[h]; h++; } else { b[i]=a[j]; j++; } i++; } if(h>mid) { for(k=j;k<=high;k++) { b[i]=a[k]; i++; } } else { for(k=h;k<=mid;k++) { b[i]=a[k]; i++; } } for(k=low;k<=high;k++) a[k]=b[k]; } public MergeSort() { int num,i; System.out.println(" MERGE SORT PROGRAM "); System.out.println(); System.out.println(); System.out.println("Please Enter THE No. OF ELEMENTS you want to sort[THEN PRESS ENTER]:"); num=new Scanner(System.in).nextInt(); System.out.println(); System.out.println("Now, Please Enter the ("+ num +") nos. [THEN PRESS ENTER]:"); for(i=1;i<=num;i++) { a[i]=new Scanner(System.in).nextInt() ; } merge_sort(1,num); System.out.println(); System.out.println("So, the sorted list (using MERGE SORT) will be :"); System.out.println(); System.out.println(); for(i=1;i<=num;i++) System.out.print(a[i]+" "); } public static void main(String[] args) { new MergeSort(); } }
Good post Farhan, Merge Sort is a popular sorting mechanism and clear understanding of it helps to understand sorting.
ReplyDeleteJavin
Multiple ways to Convert String to Integer in Java
Thank you for great explanations. Have you done it in-place, since there is no extra array?
ReplyDeleterecurssion at merge-sort is quite confusing how come second mergesort recurssion will ever be called.
ReplyDeleteThanks. That was a very good explanation.
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