Get community membership by leading eigenvector
Through the calculation of the leading non-negative eigenvector of the modularity matrix of the graph, obtain the group membership values for each of the nodes in the graph.
get_cmty_l_eigenvec(graph)
graph |
A graph object of class |
A data frame with group membership assignments for each of the nodes.
# Create a random graph using the # `add_gnm_graph()` function graph <- create_graph( directed = FALSE) %>% add_gnm_graph( n = 10, m = 15, set_seed = 23) # Get the group membership # values for all nodes in the # graph through calculation of # the leading non-negative # eigenvector of the modularity # matrix of the graph graph %>% get_cmty_l_eigenvec() # Add the group membership # values to the graph as a node # attribute graph <- graph %>% join_node_attrs( df = get_cmty_l_eigenvec(.)) # Display the graph's node data frame graph %>% get_node_df()
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