NPTEL Design and analysis of algorithms Assignment 2 Answer 2023
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Table of Contents
NPTEL Design and analysis of algorithms Assignment
- Asymptotic complexity, O() notation
- Sorting and search
- Algorithms on graphs: exploration, connectivity, shortest paths, directed acyclic graphs, spanning trees
- Design techniques: divide and conquer, greedy, dynamic programming
- Data structures: heaps, union of disjoint sets, search trees
- Intractability
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- Consider the following variation of the merge function, where the input lists A and B are assumed to be sorted, with no duplicated elements, and C is the output list.
python
function StrangeMerge(A,m,B,n,C) {
// A has m elements, B has n elements
i = 0; j = 0; k = 0;while (i+j < m+n) {
if (i == m) {C[k] = B[j]; j++; k++;}
if (j == n) {C[k] = A[i]; i++; k++;}if (i < m and j < n) {
if (A[i] < B[j]) {C[k] = A[i]; i++; k++;}
if (A[i] == B[j]) {i++; j++;}
if (A[i] > B[j]) {C[k] = B[j]; j++; k++;}
}
}
}
What does C contain after executing StrangeMerge(A,m,B,n,C)?
- Answer: C contains all values that occur in either A or B, but not in both input lists.
- Suppose we modify mergesort as follows. We split the input into three equal segments, recursively sort each segment and then do a three way merge of the three sorted segments to obtain a fully sorted output.
If we work out the recurrence for this variant, we find that the worst case complexity is O(n log3 n), as opposed to O(n log2 n) for the usual divide and conquer that splits the input into two equal segments.
Let us call the new version 3-way mergesort. What can we say about the asymptotic worst case complexity of 3-way-mergesort with the usual mergesort?
- Answer: The asymptotic worst case complexity of 3-way mergesort is worse than that of usual mergesort.
- Suppose a new generation CPU can process 10^10 operations per second. You have to sort an array with 10^8 elements. Which of the following is true?
- Answer: Quicksort will always take several hours while merge sort will always take less than 1 second.
- Which of the following statements is not true about quicksort?
- Answer: If we randomly choose a pivot element each time, quicksort will always terminate in time O(n log n).
- We have a list of three-dimensional points [(7,8,1),(3,7,5),(6,4,1),(6,9,5),(0,5,2),(9,9,0)]. We sort these in ascending order by the third coordinate. Which of the following corresponds to a stable sort of this input?
- Answer: [(0,5,2),(3,7,5),(6,4,1),(6,9,5),(7,8,1),(9,9,0)]