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Thursday, January 16, 2014

Short descriptions of algoritms

Some short descriptions on each of the algorithms:-

Bubble Sort:-
Exchange two adjacent elements if they are out of order. Repeat until array is sorted. This is a slow algorithm.

 Selection Sort:-
Find the largest element in the array, and put it in the proper place. Repeat until array is sorted. This is also slow.

 Insertion Sort:-
Scan successive elements for out of order item, then insert the item in the proper place. Sort small array fast, big array very slowly.

Quick sort:-
Partition array into two segments. The first segment all elements are less than or equal to the pivot value. The second segment all elements are greater or equal to the pivot value. Sort the two segments recursively. Quicksort is fastest on average, but sometimes unbalanced partitions can lead to very slow sorting.

Merge sort:-
Start from two sorted runs of length 1, merge into a single run of twice the length. Repeat until a single sorted run is left. Mergesort needs N/2 extra buffer. Performance is second place on average, with quite good speed on nearly sorted array. Mergesort is stable in that two elements that are equally ranked in the array will not have their relative positions flipped.

Heap sort:-
Form a tree with parent of the tree being larger than its children. Remove the parent from the tree successively. On average, Heapsort is third place in speed. Heapsort does not need extra buffer, and performance is not sensitive to initial distributions.

Shell sort:-
Sort every Nth element in an array using insertion sort. Repeat using smaller N values, until N = 1. On average, Shellsort is fourth place in speed. Shellsort may sort some distributions slowly.

Combo Sort:-
Sorting algorithms can be mixed and matched to yield the desired properties. We want fast average performance, good worst case performance, and no large extra storage requirement. We can achieve the goal by starting with the Quicksort (fastest on average). We modify Quicksort by sorting small partitions by using Insertion Sort (best with small partition). If we detect two partitions are badly balanced, we sort the larger partition by Heapsort (good worst case performance). Of course we cannot undo the bad partitions, but we can stop the possible degenerate case from continuing to generate bad partitions.

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