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Algorithms-Lecture,Section-2-Spring 2025

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Which of the following correctly describes the lower bound on the number of comparisons required in the worst case to sort an array of n elements using any comparison-based sorting algorithm?

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Which of the following statements is a characteristic of an NP-Complete problem?

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Find the asymptotic running time for the recurrence relation T[n]=2T[n/4]+n0.51 and then select every correct answer below (more than one choice could be selected).

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In a polynomial-time reduction from the Hamiltonian Cycle problem to the Traveling Salesman Problem (TSP), what does the weight of an edge in the TSP instance typically represent as covered in lectures?

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Which one below is NOT true about linear probing?

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Which statement is true about the recurrence relation T(m)= 8T(m/3) + 2
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Given a directed graph G(V,E), where V is the set of vertices and E is the set of directed edges,

what is the tightest bound on the time complexity for efficiently computing the strongly connected components (SCCs) of the graph?

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In the Knuth-Morris-Pratt algorithm, what is the running time to compute the lps[] array if n,m are the sizes of the text and pattern, respectively? (Choose the tightest bound.)
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Consider an undirected graph G(V,E,W), where V represents the nodes, E represents the undirected edges, and W represents the edge weights. What is the worst-case computational complexity of Dijkstra's single-source shortest path algorithm when using a heap data structure? Select the tightest bound.

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How many bits would be saved in a message if we use Huffman coding as a compression technique to encode the message before transmitting it over the network, given the message consists of the characters with their corresponding frequencies as follows: (Character, Frequency) a: 21, b: 4, c: 2, d: 3, e: 10, f: 20. Note that each character in the original message requires 1 byte (8 bits).

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