Which of the following algorithms can be used to most efficiently determine the presence of a cycle in a graph?
Question
Which of the following algorithms can be used to most efficiently determine the presence of a cycle in a graph?
Solution
To efficiently determine the presence of a cycle in a graph, we can use the Depth-First Search (DFS) algorithm. Here are the steps:
- Start by selecting a starting vertex in the graph.
- Mark the starting vertex as visited.
- Explore the adjacent vertices of the current vertex.
- If an adjacent vertex is already visited and is not the parent of the current vertex, then a cycle is present in the graph.
- If an adjacent vertex is not visited, recursively apply steps 2-4 for that vertex.
- Repeat steps 3-5 until all vertices have been visited or a cycle is found.
The DFS algorithm efficiently detects cycles in a graph by exploring the vertices in a depth-first manner. It keeps track of visited vertices and backtracks whenever it encounters a visited vertex that is not the parent of the current vertex. This approach allows us to detect cycles in a graph with a time complexity of O(V + E), where V is the number of vertices and E is the number of edges in the graph.
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