fast_gnp_random_graph¶
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fast_gnp_random_graph(n, p, seed=None, directed=False)[source]¶ Returns a
G_{n,p}random graph, also known as an Erdős-Rényi graph or a binomial graph.Parameters: - n (int) – The number of nodes.
- p (float) – Probability for edge creation.
- seed (int, optional) – Seed for random number generator (default=None).
- directed (bool, optional (default=False)) – If True, this function returns a directed graph.
Notes
The
G_{n,p}graph algorithm chooses each of the[n (n - 1)] / 2(undirected) orn (n - 1)(directed) possible edges with probabilityp.This algorithm runs in
O(n + m)time, wheremis the expected number of edges, which equalsp n (n - 1) / 2. This should be faster thangnp_random_graph()whenpis small and the expected number of edges is small (that is, the graph is sparse).See also
References
[1] Vladimir Batagelj and Ulrik Brandes, “Efficient generation of large random networks”, Phys. Rev. E, 71, 036113, 2005.