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If a graph has 'n' vertices, what is the maximum size of the matrix required to represent its transitive closure using the Warshall algorithm?

Question

If a graph has 'n' vertices, what is the maximum size of the matrix required to represent its transitive closure using the Warshall algorithm?

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Solution

To determine the maximum size of the matrix required to represent the transitive closure of a graph with n n vertices using Warshall's algorithm, we would follow these steps:

1. Break Down the Problem

We need to identify the size of the adjacency matrix for a graph with n n vertices and understand how Warshall's algorithm operates on it.

2. Relevant Concepts

  • The adjacency matrix of a graph with n n vertices is an n×n n \times n matrix, where each entry aij a_{ij} indicates whether there is an edge from vertex i i to vertex j j .
  • Warshall's algorithm modifies this matrix to compute the transitive closure, effectively meaning whether there is a path (direct or indirect) from vertex i i to vertex j j .

3. Analysis and Detail

  1. For a graph with n n vertices, the adjacency matrix has n2 n^2 entries, as each pair of vertices can either have an edge or not.
  2. Warshall's algorithm works by iterating over each vertex as a potential intermediate vertex and updating the matrix, which does not change the matrix size but may change its entries.
  3. Thus, the size of the matrix remains n×n n \times n throughout the execution of the algorithm.

4. Verify and Summarize

The maximum size remains consistent regardless of the alterations made during the execution of Warshall's algorithm. Hence, we conclude:

Final Answer

The maximum size of the matrix required to represent the transitive closure of a graph with n n vertices using the Warshall algorithm is n2 n^2 .

This problem has been solved

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