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Algorithm Design and Analysis (ADA)
, Semester 2.5. Insertion Sort Objective asymptotic analysis of insertion sort
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Overview 1. What is Sorting? 2. Insertion Sort
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1. What is Sorting? Input: sequence <a1, a2, …, an> of numbers. Output: permutation <a'1, a'2, …, a'n> such that a'1 ≤ a'2 ≤ … ≤ a'n Example: Input: Output:
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non-obvious applications
Sorting is Essential Sort a list of names. Organize an MP3 library. Display Google PageRank results. List RSS feed in reverse chronological order. Find the median. Find the closest pair. Binary search in a database. Identify statistical outliers. Find duplicates in a mailing list. Data compression. Computer graphics. Computational biology. Supply chain management. Load balancing on a parallel computer. . . . obvious applications problems become easy once items are in sorted order non-obvious applications
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Different Sorting Needs
Applications have different sorting needs: Stable? Parallel? Deterministic? Keys all distinct? Multiple key types? Linked list or arrays? Large or small items? Is your array randomly ordered? Need guaranteed performance?
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Many Different Sorting Algorithms
Internal sorts Insertion sort, selection sort, bubblesort, shaker sort Quicksort, mergesort, heapsort, samplesort, shellsort Solitaire sort, red-black sort, splaysort, , ... External sorts Poly-phase mergesort, cascade-merge, oscillating sort String/radix sorts Distribution, MSD, LSD, 3-way string quicksort Parallel sorts Bitonic sort, Batcher even-odd sort Smooth sort, cube sort, column sort GPUsort
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2. Insertion Sort sorted i j key A: 1 length
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Example of Insertion Sort
8 2 4 9 3 6
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Example of Insertion Sort
8 2 4 9 3 6
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Example of Insertion Sort
8 2 4 9 3 6 2 8 4 9 3 6
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Example of Insertion Sort
8 2 4 9 3 6 2 8 4 9 3 6
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Example of Insertion Sort
8 2 4 9 3 6 2 8 4 9 3 6 2 4 8 9 3 6
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Example of Insertion Sort
8 2 4 9 3 6 2 8 4 9 3 6 2 4 8 9 3 6
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Example of Insertion Sort
8 2 4 9 3 6 2 8 4 9 3 6 2 4 8 9 3 6 2 4 8 9 3 6
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Example of Insertion Sort
8 2 4 9 3 6 2 8 4 9 3 6 2 4 8 9 3 6 2 4 8 9 3 6
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Example of Insertion Sort
8 2 4 9 3 6 2 8 4 9 3 6 2 4 8 9 3 6 2 4 8 9 3 6 2 3 4 8 9 6
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Example of Insertion Sort
8 2 4 9 3 6 2 8 4 9 3 6 2 4 8 9 3 6 2 4 8 9 3 6 2 3 4 8 9 6
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Example of Insertion Sort
8 2 4 9 3 6 2 8 4 9 3 6 2 4 8 9 3 6 2 4 8 9 3 6 2 3 4 8 9 6 2 3 4 6 8 9 done
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Insertion Sort Java Code
void insertionSort(int[] A) // A[0 .. n-1] { (1) for (int j = 1; j < A.length; j++) { // start with 1 (not 2) (2) int key = A[j]; (3) int i = j - 1; while((i >= 0) && (A[i] < key)) { A[i+1] = A[i]; (6) i--; (7) } (8) A[i+1] = key; (9) } }
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Insertion Sort Structure Tree
for 1-9 block 1-9 2 3 while 4-7 8 block 4-7 5 6
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Lines 2, 3, 5, 6, 8: each is O(1) Block of 4-7 For of 4-7 is:
= O(1) + O(1) = O(1) For of 4-7 is: = O( (n-1) * 1) = O(n-1) = O(n), simplified Block of 1-9 = O(1) + O(1) + O(n) + O(1) = O(n) For of 1-8 is: = O( (n-1) * n) = O(n2 - n) = O(n2), simplified this is the hard part – assume the worse case where the loop has to move the most elements)
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Analyzing Insertion Sort
What can T() be? Best case -- inner loop body never executed T(n) is a linear function Worst case -- inner loop body executed for all previous elements T(n2) is a quadratic function Average case tricky
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