measure_cohesion function

Measures of network cohesion or connectedness

Measures of network cohesion or connectedness

These functions return values or vectors relating to how connected a network is and the number of nodes or edges to remove that would increase fragmentation.

  • net_density() measures the ratio of ties to the number of possible ties.
  • net_components() measures the number of (strong) components in the network.
  • net_cohesion() measures the minimum number of nodes to remove from the network needed to increase the number of components.
  • net_adhesion() measures the minimum number of ties to remove from the network needed to increase the number of components.
  • net_diameter() measures the maximum path length in the network.
  • net_length() measures the average path length in the network.
  • net_independence() measures the independence number, or size of the largest independent set in the network.
net_density(.data) net_components(.data) net_cohesion(.data) net_adhesion(.data) net_diameter(.data) net_length(.data) net_independence(.data)

Arguments

  • .data: An object of a manynet-consistent class:

    • matrix (adjacency or incidence) from {base} R
    • edgelist, a data frame from {base} R or tibble from {tibble}
    • igraph, from the {igraph} package
    • network, from the {network} package
    • tbl_graph, from the {tidygraph} package

Cohesion

To get the 'weak' components of a directed graph, please use manynet::to_undirected() first.

Examples

net_density(ison_adolescents) net_density(ison_southern_women) net_components(fict_thrones) net_components(to_undirected(fict_thrones)) net_cohesion(ison_marvel_relationships) net_cohesion(to_giant(ison_marvel_relationships)) net_adhesion(ison_marvel_relationships) net_adhesion(to_giant(ison_marvel_relationships)) net_diameter(ison_marvel_relationships) net_diameter(to_giant(ison_marvel_relationships)) net_length(ison_marvel_relationships) net_length(to_giant(ison_marvel_relationships)) net_independence(ison_adolescents)

References

On cohesion

White, Douglas R and Frank Harary. 2001. "The Cohesiveness of Blocks In Social Networks: Node Connectivity and Conditional Density." Sociological Methodology 31(1): 305-59. tools:::Rd_expr_doi("10.1111/0081-1750.00098")

See Also

Other measures: measure_attributes, measure_central_between, measure_central_close, measure_central_degree, measure_central_eigen, measure_closure, measure_diffusion_infection, measure_diffusion_net, measure_diffusion_node, measure_features, measure_heterogeneity, measure_hierarchy, measure_holes, measure_periods, measure_properties, member_diffusion

  • Maintainer: James Hollway
  • License: MIT + file LICENSE
  • Last published: 2024-11-05