Find Strongly Connected Components in a Directed Graph

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Overview

Finding strongly connected components in a directed graph is a form of clustering heuristics: strongly connected components represent clusters where the objects represented by the vertices are clustered in some way.

Strongly connected components of a directed graph can be computed with Kosaraju's Two-Pass algorithm, which consists of two passes of depth-first search.

Kosaraju's Two-Pass Algorithm

The algorithm has three steps:

1. Reverse all of the arcs of the given graph. Let Grev = G with all arcs revered.

2. Do the first depth-first search pass on the reversed graph. The practical implementation should run DFS on the original graph G but going in the opposite direction of the arcs, backwards.

3.