Which algorithm efficiently calculates the single source shortest paths in a Directed Acyclic Graph?ans.topological sort hash tablebinary searchradix sort
Question
Which algorithm efficiently calculates the single source shortest paths in a Directed Acyclic Graph?ans.topological sort hash tablebinary searchradix sort
Solution
The algorithm that efficiently calculates the single source shortest paths in a Directed Acyclic Graph is the topological sort.
Here's a step-by-step explanation:
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Topological Sort: This is a linear ordering of vertices in a Directed Acyclic Graph (DAG) such that for every directed edge (u, v), vertex u comes before v in the ordering. It can be used to efficiently calculate the shortest paths in a DAG.
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Initialize distances: Initialize all distances as infinite (or a very large number), except the distance of the source vertex, which should be 0.
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Create a topological order: Use the topological sort algorithm to create a linear ordering of the vertices.
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Process vertices in topological order: For every vertex u in topological order, update the distance of all adjacent vertices of u. If the distance to an adjacent vertex v is smaller through u, then update the distance of v.
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The final distances: After all vertices are processed, the final distances from the source vertex to all other vertices are the shortest paths.
This algorithm works because in a DAG, the edges can only go from a vertex to a vertex later in the topological order, so when we're processing a vertex, we've already processed all vertices that have edges to it.
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