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Which of the following algorithms can be used to most efficiently determine the presence of a cycle in a given graph ?radio_button_uncheckedDepth First Searchradio_button_uncheckedBreadth First Searchradio_button_uncheckedPrim’s Minimum Spanning Treeradio_button_uncheckedKruskal’ Minimum Spanning Tree

Question

Which of the following algorithms can be used to most efficiently determine the presence of a cycle in a given graph ?radio_button_uncheckedDepth First Searchradio_button_uncheckedBreadth First Searchradio_button_uncheckedPrim’s Minimum Spanning Treeradio_button_uncheckedKruskal’ Minimum Spanning Tree

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Solution

The most efficient algorithm to determine the presence of a cycle in a given graph is Depth First Search.

Here's why:

  1. Depth First Search (DFS) is a graph traversal algorithm that explores as far as possible along each branch before backtracking. It uses a stack data structure to remember to get the next vertex to start a search when a dead end occurs in any iteration.

  2. When DFS is used to traverse the graph, it keeps track of the vertices it has visited. If it encounters a vertex that has already been visited, it means there is a cycle in the graph.

  3. The time complexity of DFS is O(V+E), where V is the number of vertices and E is the number of edges. This makes it a very efficient algorithm for detecting cycles in a graph.

On the other hand, Breadth First Search (BFS), Prim’s Minimum Spanning Tree, and Kruskal’s Minimum Spanning Tree are not as efficient for detecting cycles in a graph. BFS is more suited for shortest path problems, while Prim’s and Kruskal’s algorithms are used for finding the minimum spanning tree of a graph, not for cycle detection.

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