`nwnclique`

Maximal n-clique enumeration

Syntax

nwnclique
[netlist]
[,
n(int)
generate(newvarname)
replace
minsize(int)
silent]


`n(int)`	Maximum geodesic distance allowed between any two members; default = 2
`generate(newvarname)`	Required. Name of the Stata variable that stores each node’s largest maximal-n-clique membership size
`replace`	Replace existing variable
`minsize(int)`	Smallest n-clique size to report; default = 3
`silent`	Suppress display of results

Description

nwnclique enumerates every maximal n-clique in the network(s) in netlist - a generalization of an ordinary clique (Luce 1950) where every pair of members need only be within geodesic distance n(int) of each other in the network as a whole, rather than directly tied. A plain clique is the special case n(int)=1 (distance-1 “neighbors” are exactly direct ties) - nwclique already handles that case with a cheaper, purpose-built algorithm, so nwnclique requires n(int) >= 2.

Because n-clique membership is judged by whole-network distance, a pair of members can qualify even though the shortest path between them runs through a node that is not itself part of the n-clique - a well-known limitation of the concept (Alba 1973): an n-clique’s own members are not guaranteed to be reachable from one another while staying inside the group. nwnclan adds exactly that extra requirement.

Like cliques, n-cliques genuinely overlap - a node can belong to several at once - so nwnclique follows nwclique’s own output shape: a single per-node “largest maximal n-clique membership size” summary variable (generate(newvarname), required), plus the complete overlapping structure in r(nclique_matrix) (an n-cliques-by-nodes 0/1 membership matrix) and r(ncliques) (count). minsize(int) filters out n-cliques smaller than the given size before generating and returning results, matching nwclique’s own default of 3 (a dyad or an isolated node is technically a maximal n-clique too, but rarely what “n-clique” is meant to convey). A node that belongs to no n-clique meeting minsize(int) gets a missing value in the generated variable, not a spurious 0.

Examples

. nwwebuse florentine, nwclear
. nwnclique flomarriage, generate(_ncliquenum)
. nwnclique flomarriage, n(3) generate(_ncliquenum) replace

Supported network types

Binary: yes. Directed: yes, automatically symmetrized (an n-clique’s own definition has no directed generalization, the same reasoning nwclique/nwkplex already apply). Weighted: not used for membership - n(int) counts hops, not tie strength, though the underlying distance calculation (nwgeodesic’s own unweighted, alpha(0)-equivalent convention) is unaffected by weight either way. Signed: not checked. Two-mode: not checked - operates on the network’s own square adjacency matrix. Maximal n-clique enumeration inherits nwclique’s own worst-case exponential behaviour (a mathematical property of maximal-clique-family problems in general) - fine for the moderate network sizes typical of SNA datasets, not specially guarded against here.

Stored results

Scalars

r(ncliques) number of maximal n-cliques found meeting minsize(int)

Matrices

r(nclique_matrix) n-cliques-by-nodes 0/1 membership matrix, one row per maximal n-clique

References

Luce, R.D. (1950). Connectivity and generalized cliques in sociometric group structure. Psychometrika 15(2), 169-190.

Alba, R.D. (1973). A graph-theoretic definition of a sociometric clique. Journal of Mathematical Sociology 3(1), 113-126.

Wasserman, S., Faust, K. (1994). Social Network Analysis: Methods and Applications. Cambridge University Press. (cliques and cohesive subgroups)

nwnclique