# Many Ways to Measure and Classify Membership for Networks, Nodes, and Ties

## Documentation for package ‘netrics’ version 0.4.0

- DESCRIPTION file.
- Package NEWS.

## Help Pages

C K M N T

## -- C --

cluster_concor | Methods for equivalence clustering
cluster_cosine | Methods for equivalence clustering
cluster_hierarchical | Methods for equivalence clustering

## -- K --

k_elbow | Methods for selecting clusters
k_gap | Methods for selecting clusters
k_silhouette | Methods for selecting clusters
k_strict | Methods for selecting clusters

## -- M --

mark_core | Marking nodes as core or periphery
mark_degree | Marking nodes based on degree properties
mark_diff | Marking nodes based on diffusion properties
mark_dyads | Marking ties based on dyadic properties
mark_nodes | Marking nodes based on structural properties
mark_select_node | Marking nodes based on measures
mark_select_tie | Marking ties based on measures
mark_ties | Marking ties based on structural properties
mark_triangles | Marking ties based on triangular properties
measure_assort_net | Measures of network assortativity
measure_assort_node | Measures of nodes assortativity
measure_breadth | Measures of network breadth
measure_brokerage | Measures of brokerage
measure_broker_node | Measuring nodes brokerage
measure_broker_tie | Measuring ties brokerage
measure_centralisation_between | Measuring networks betweenness-like centralisation
measure_centralisation_close | Measuring networks closeness-like centralisation
measure_centralisation_degree | Measuring networks degree-like centralisation
measure_centralisation_eigen | Measuring networks eigenvector-like centralisation
measure_centralities_between | Measuring ties betweenness-like centrality
measure_centralities_close | Measuring ties closeness-like centrality
measure_centralities_degree | Measuring ties degree-like centrality
measure_centralities_eigen | Measuring ties eigenvector-like centrality
measure_central_between | Measuring nodes betweenness-like centrality
measure_central_close | Measuring nodes closeness-like centrality
measure_central_degree | Measuring nodes degree-like centrality
measure_central_eigen | Measuring nodes eigenvector-like centrality
measure_closure | Measuring network closure
measure_closure_node | Measuring node closure
measure_cohesion | Measures of network cohesion
measure_core | Measuring nodes' coreness
measure_diffusion_infection | Measures of network infection
measure_diffusion_net | Measures of network diffusion
measure_diffusion_node | Measures of nodes in a diffusion
measure_diverse_net | Measures of network diversity
measure_diverse_node | Measures of nodes diversity
measure_features | Measuring network topological features
measure_fragmentation | Measures of network fragmentation
measure_hierarchy | Measures of hierarchy
measure_periods | Measures of network change
member_brokerage | Memberships in brokerage positions
member_cliques | Memberships in maximally diverse cliques
member_community | Memberships in communities
member_community_hier | Memberships in hierarchical communities
member_community_non | Memberships in non-hierarchical communities
member_components | Memberships in components
member_core | Memberships in core-periphery categories
member_diffusion | Memberships in a diffusion process
member_equivalence | Memberships in equivalent classes
method_cluster | Methods for equivalence clustering
method_kselect | Methods for selecting clusters
mode_by_betweenness | Measuring networks betweenness-like centralisation
mode_by_closeness | Measuring networks closeness-like centralisation
mode_by_degree | Measuring networks degree-like centralisation
mode_by_eigenvector | Measuring networks eigenvector-like centralisation
mode_by_indegree | Measuring networks degree-like centralisation
mode_by_outdegree | Measuring networks degree-like centralisation
motif_brokerage_net | Motifs of network brokerage
motif_brokerage_node | Motifs of nodes brokerage
motif_exposure | Motifs of nodes exposure
motif_hazard | Motifs of network hazard
motif_hierarchy | Motifs of network hierarchy
motif_net | Motifs of network cohesion
motif_node | Motifs of nodes cohesion
motif_path | Motifs of nodes pathing
motif_periods | Motifs of network change

## -- N --

net_by_adhesion | Measures of network fragmentation
net_by_assortativity | Measures of network assortativity
net_by_balance | Measuring network topological features
net_by_betweenness | Measuring networks betweenness-like centralisation
net_by_closeness | Measuring networks closeness-like centralisation
net_by_cohesion | Measures of network fragmentation
net_by_components | Measures of network cohesion
net_by_congruency | Measuring network closure
net_by_connectedness | Measures of hierarchy
net_by_core | Measuring network topological features
net_by_degree | Measuring networks degree-like centralisation
net_by_density | Measures of network cohesion
net_by_diameter | Measures of network breadth
net_by_diversity | Measures of network diversity
net_by_efficiency | Measures of hierarchy
net_by_eigenvector | Measuring networks eigenvector-like centralisation
net_by_equivalency | Measuring network closure
net_by_factions | Measuring network topological features
net_by_harmonic | Measuring networks closeness-like centralisation
net_by_heterophily | Measures of network assortativity
net_by_homophily | Measures of network assortativity
net_by_immunity | Measures of network diffusion
net_by_indegree | Measuring networks degree-like centralisation
net_by_independence | Measures of network cohesion
net_by_infection_complete | Measures of network infection
net_by_infection_peak | Measures of network infection
net_by_infection_total | Measures of network infection
net_by_length | Measures of network breadth
net_by_modularity | Measuring network topological features
net_by_outdegree | Measuring networks degree-like centralisation
net_by_reach | Measuring networks closeness-like centralisation
net_by_reciprocity | Measuring network closure
net_by_recovery | Measures of network diffusion
net_by_reproduction | Measures of network diffusion
net_by_richclub | Measuring network topological features
net_by_richness | Measures of network diversity
net_by_scalefree | Measuring network topological features
net_by_smallworld | Measuring network topological features
net_by_spatial | Measures of network assortativity
net_by_strength | Measures of network fragmentation
net_by_toughness | Measures of network fragmentation
net_by_transitivity | Measuring network closure
net_by_transmissibility | Measures of network diffusion
net_by_upperbound | Measures of hierarchy
net_by_waves | Measures of network change
net_x_brokerage | Motifs of network brokerage
net_x_change | Motifs of network change
net_x_correlation | Motifs of network change
net_x_dyad | Motifs of network cohesion
net_x_hazard | Motifs of network hazard
net_x_hierarchy | Motifs of network hierarchy
net_x_mixed | Motifs of network cohesion
net_x_stability | Motifs of network change
net_x_tetrad | Motifs of network cohesion
net_x_triad | Motifs of network cohesion
node_by_adopt_exposure | Measures of nodes in a diffusion
node_by_adopt_recovery | Measures of nodes in a diffusion
node_by_adopt_threshold | Measures of nodes in a diffusion
node_by_adopt_time | Measures of nodes in a diffusion
node_by_alpha | Measuring nodes eigenvector-like centrality
node_by_authority | Measuring nodes eigenvector-like centrality
node_by_betweenness | Measuring nodes betweenness-like centrality
node_by_bridges | Measuring nodes brokerage
node_by_brokering_activity | Measures of brokerage
node_by_brokering_exclusivity | Measures of brokerage
node_by_closeness | Measuring nodes closeness-like centrality
node_by_constraint | Measuring nodes brokerage
node_by_coreness | Measuring nodes' coreness
node_by_deg | Measuring nodes degree-like centrality
node_by_degree | Measuring nodes degree-like centrality
node_by_distance | Measuring nodes closeness-like centrality
node_by_diversity | Measures of nodes diversity
node_by_eccentricity | Measuring nodes closeness-like centrality
node_by_efficiency | Measuring nodes brokerage
node_by_effsize | Measuring nodes brokerage
node_by_eigenvector | Measuring nodes eigenvector-like centrality
node_by_equivalency | Measuring node closure
node_by_flow | Measuring nodes betweenness-like centrality
node_by_harmonic | Measuring nodes closeness-like centrality
node_by_heterophily | Measures of nodes assortativity
node_by_hierarchy | Measuring nodes brokerage
node_by_homophily | Measures of nodes assortativity
node_by_hub | Measuring nodes eigenvector-like centrality
node_by_indegree | Measuring nodes degree-like centrality
node_by_induced | Measuring nodes betweenness-like centrality
node_by_information | Measuring nodes closeness-like centrality
node_by_kcoreness | Measuring nodes' coreness
node_by_leverage | Measuring nodes degree-like centrality
node_by_multidegree | Measuring nodes degree-like centrality
node_by_neighbours_degree | Measuring nodes brokerage
node_by_outdegree | Measuring nodes degree-like centrality
node_by_pagerank | Measuring nodes eigenvector-like centrality
node_by_posneg | Measuring nodes degree-like centrality
node_by_power | Measuring nodes eigenvector-like centrality
node_by_randomwalk | Measuring nodes closeness-like centrality
node_by_reach | Measuring nodes closeness-like centrality
node_by_reciprocity | Measuring node closure
node_by_redundancy | Measuring nodes brokerage
node_by_richness | Measures of nodes diversity
node_by_stress | Measuring nodes betweenness-like centrality
node_by_subgraph | Measuring nodes eigenvector-like centrality
node_by_transitivity | Measuring node closure
node_by_vitality | Measuring nodes closeness-like centrality
node_in_adopter | Memberships in a diffusion process
node_in_automorphic | Memberships in equivalent classes
node_in_betweenness | Memberships in hierarchical communities
node_in_brokering | Memberships in brokerage positions
node_in_community | Memberships in communities
node_in_component | Memberships in components
node_in_core | Memberships in core-periphery categories
node_in_eigen | Memberships in hierarchical communities
node_in_equivalence | Memberships in equivalent classes
node_in_fluid | Memberships in non-hierarchical communities
node_in_greedy | Memberships in hierarchical communities
node_in_infomap | Memberships in non-hierarchical communities
node_in_leiden | Memberships in non-hierarchical communities
node_in_louvain | Memberships in non-hierarchical communities
node_in_optimal | Memberships in non-hierarchical communities
node_in_partition | Memberships in non-hierarchical communities
node_in_regular | Memberships in equivalent classes
node_in_roulette | Memberships in maximally diverse cliques
node_in_spinglass | Memberships in non-hierarchical communities
node_in_strong | Memberships in components
node_in_structural | Memberships in equivalent classes
node_in_walktrap | Memberships in hierarchical communities
node_in_weak | Memberships in components
node_is_core | Marking nodes as core or periphery
node_is_cutpoint | Marking nodes based on structural properties
node_is_exposed | Marking nodes based on diffusion properties
node_is_fold | Marking nodes based on structural properties
node_is_independent | Marking nodes based on structural properties
node_is_infected | Marking nodes based on diffusion properties
node_is_isolate | Marking nodes based on degree properties
node_is_latent | Marking nodes based on diffusion properties
node_is_max | Marking nodes based on measures
node_is_mean | Marking nodes based on measures
node_is_mentor | Marking nodes based on structural properties
node_is_min | Marking nodes based on measures
node_is_neighbor | Marking nodes based on structural properties
node_is_pendant | Marking nodes based on degree properties
node_is_random | Marking nodes based on measures
node_is_recovered | Marking nodes based on diffusion properties
node_is_universal | Marking nodes based on degree properties
node_x_brokerage | Motifs of nodes brokerage
node_x_dyad | Motifs of nodes cohesion
node_x_exposure | Motifs of nodes exposure
node_x_path | Motifs of nodes pathing
node_x_tetrad | Motifs of nodes cohesion
node_x_tie | Motifs of nodes pathing
node_x_triad | Motifs of nodes cohesion

## -- T --

tie_by_betweenness | Measuring ties betweenness-like centrality
tie_by_closeness | Measuring ties closeness-like centrality
tie_by_cohesion | Measuring ties brokerage
tie_by_degree | Measuring ties degree-like centrality
tie_by_eigenvector | Measuring ties eigenvector-like centrality
tie_is_bridge | Marking ties based on structural properties
tie_is_cyclical | Marking ties based on triangular properties
tie_is_feedback | Marking ties based on structural properties
tie_is_imbalanced | Marking ties based on triangular properties
tie_is_loop | Marking ties based on structural properties
tie_is_max | Marking ties based on measures
tie_is_min | Marking ties based on measures
tie_is_multiple | Marking ties based on dyadic properties
tie_is_path | Marking ties based on structural properties
tie_is_random | Marking ties based on measures
tie_is_reciprocated | Marking ties based on dyadic properties
tie_is_simmelian | Marking ties based on triangular properties
tie_is_transitive | Marking ties based on triangular properties
tie_is_triangular | Marking ties based on triangular properties
tie_is_triplet | Marking ties based on triangular properties