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Utilities

Read, transform and describe the matrices

matrix_report()
Matrix report
matrix_adjlist()
Transform a matrix to an adjacency list
matrix_projection()
Unipartite projections
matrix_to_edgelist()
Transform a square matrix to an edge-list
edgelist_to_matrix()
Transform an edgelist to a matrix
adj_to_matrix()
Transform an adjacency list into a matrix
adj_to_incidence()
Convert an Adjacency Matrix to an Incidence Matrix
expand_matrix()
Expand Matrix
extract_component()
Extract components
cumulativeSumMatrices()
Cumulative sum of matrices
power_function()
Power matrix
perm_matrix()
Permutation matrix
perm_label()
Permute labels of a matrix
minmax_overlap()
Minimum/maximum overlap
hypergraph()
Hypergraphs
simplicial_complexes()
Simplicial complexes
structural_na()
Structural Missing Data
ego_net()
Ego network
zone_sample()
Zone-2 sampling from second-mode

Multilevel and multiplex networks

Matrices of several levels or several relations analysed together

meta_matrix()
Meta matrix for multilevel networks
supra_adjacency()
Supra-adjacency matrix
aggregate_layers()
Aggregation of the layers
mixed_census()
Multilevel triad and quadrilateral census
multiplex_census()
Multiplex triad census
k_core()
Generalized k-core

Centrality

How central every node is, and how centralized the network is

gen_degree()
Generalized degree
multilevel_degree()
Degree centrality for multilevel networks
closeness_centrality()
Closeness centrality
betweenness_centrality()
Betweenness centrality
eigenvector_centrality()
Eigenvector centrality
katz_centrality()
Katz centrality
bonacich_power()
Bonacich power centrality
page_rank_centrality()
PageRank centrality
centrality_centralization()
Centralization
partition_centrality()
Partition of centrality by category

Distances and paths

Positions and dominance

Neighbourhood inclusion and the partial rankings it induces

neigh_inclusion()
Neighbourhood inclusion
dir_inclusion()
Neighbourhood inclusion in directed networks
pos_dominance()
Positional dominance on indirect relations
indirect_rel()
Indirect relations
set_inclusion()
Set inclusion of neighbourhoods
pareto_dominance()
Pareto dominance
hyperevent_dominance()
Hyper-event dominance
dominance_pairs()
Dominance pairs
dominance_layers()
Dominance layers
dominance_ranks()
Rank intervals
preserved_order()
Preserved order

Roles and positions

block_density()
Block densities and image matrix
concor()
CONCOR
rege()
Regular equivalence
dist_sim_matrix()
Structural similarities
core_periphery()
Core-periphery structure

Cohesive subgroups and communities

clique_max()
Maximal cliques
clique_table()
Clique table
percolation_clique()
Clique percolation
dyad_triad_table()
Forbidden triad table
shared_partners()
Shared partners
q_analysis()
Q-analysis
leiden()
Leiden communities
leading_eigen()
Communities with the leading eigenvector
community_greedy() community_label() community_betweenness()
Communities with agglomeration, label propagation or edge betweenness
modularity_score()
Modularity

Structure of the network

gen_density()
Generalized density
recip_coef()
Reciprocity
trans_coef()
Transitivity
trans_matrix()
Transitivity matrix
components_id()
Components
krackhardt_index()
Krackhardt's dimensions of informal organisations
dyadic_census()
Dyad census

Ego networks and structural holes

Composition of the alters and brokerage, also with overlapping categories

eb_constraint()
Constraint
redundancy()
Redundancy measures
structural_holes()
Structural holes
alter_composition()
Alter composition
alter_heterogeneity()
Alter heterogeneity
brokerage_roles()
Brokerage roles

Homophily and segregation

segregation()
Segregation measures
ei_index()
Krackhardt and Stern's E-I index
alter_homophily()
Alter homophily
mix_matrix()
Mixing matrix
heterogeneity()
Blau's and IQV index

Signed networks

struc_balance()
Structural balance
posneg_index()
Positive-negative centrality

Citation networks

Main path analysis and the weights of the search paths

main_path()
Main path extraction from a citation network
main_path_diag()
Diagnostics for main path analysis
traversal_weights()
Traversal weights for main path analysis
citation_decay()
Temporal decay weighting for citation edges
dag_check() dag_sort()
DAG validation and topological ordering for citation networks
fractional_approach()
Fractional approach
co_occurrence()
Co‐occurrence
bonacich_norm()
Bonacich normalization
jaccard()
Jaccard similarity

Social influence and diffusion

social_influence()
Social influence
threshold_diffusion()
Threshold diffusion

Inference and random networks

cug_test()
Conditional uniform graph test
qap_cor()
QAP correlation
qap_lm()
QAP regression
triad_uman()
Triad census analysis assuming U|MAN
kp_reciprocity()
Reciprocity of Katz and Powell
z_arctest()
Z test of the number of arcs
ind_rand_matrix()
Independent random matrix
small_world()
Small world network
pref_attachment()
Preferential attachment network

Geographic information

dist_geographic()
Geographical distances
spatial_cor()
Spatial autocorrelation

Data

FIFAego
Ego FIFA
FIFAex
Outside FIFA
FIFAin
Inside FIFA
krackhardt_friends
Krackhardt friends
lazega_lawfirm
Lazega law firm
campnet
Camp 92 network