function [I Q F]=motif4struct_wei(W) %[I Q F]=motif4struct_wei(W); weighted structural motif metrics. % %Input: weighted graph W (all weights [0,1]). %Output by node: total intensity I, total coherence Q, motif count F. %Average intensity and coherence may be obtained as I./F and Q./F. % %Reference: Onnela et al. 2005, Phys Rev E 71:065103; % %Mika Rubinov, UNSW, 2007 (last modified July 2008) persistent M4 M4n ID4 N4 if isempty(N4) load motif34lib M4 M4n ID4 N4 %load motif data end n=length(W); %number of vertices in W I=zeros(199,n); %intensity Q=zeros(199,n); %coherence F=zeros(199,n); %frequency A=1*(W~=0); %adjacency matrix As=A|A.'; %symmetrized adjacency for u=1:n-3 %loop u 1:n-2 V1=[false(1,u) As(u,u+1:n)]; %v1: neibs of u (>u) for v1=find(V1) V2=[false(1,u) As(v1,u+1:n)]; %v2: all neibs of v1 (>u) V2(V1)=0; %not already in V1 V2=V2|([false(1,v1) As(u,v1+1:n)]); %and all neibs of u (>v1) for v2=find(V2) vz=max(v1,v2); %vz: largest rank node V3=([false(1,u) As(v2,u+1:n)]); %v3: all neibs of v2 (>u) V3(V2)=0; %not already in V1&V2 V3=V3|([false(1,v2) As(v1,v2+1:n)]);%and all neibs of v1 (>v2) V3(V1)=0; %not already in V1 V3=V3|([false(1,vz) As(u,vz+1:n)]); %and all neibs of u (>vz) for v3=find(V3) w=[W(v1,u) W(v2,u) W(v3,u) W(u,v1) W(v2,v1) W(v3,v1)... W(u,v2) W(v1,v2) W(v3,v2) W(u,v3) W(v1,v3) W(v2,v3)]; s=uint64(sum(10.^(11:-1:0).*[A(v1,u) A(v2,u) A(v3,u)... A(u,v1) A(v2,v1) A(v3,v1) A(u,v2) A(v1,v2)... A(v3,v2) A(u,v3) A(v1,v3) A(v2,v3)])); ind=(s==M4n); M=w.*M4(ind,:); id=ID4(ind); l=N4(ind); x=sum(M,2)/l; %arithmetic mean M(M==0)=1; %enable geometric mean i=prod(M,2)^(1/l); %intensity q=i/x; %coherence %then add to cumulative count I(id,[u v1 v2 v3])=I(id,[u v1 v2 v3])+[i i i i]; Q(id,[u v1 v2 v3])=Q(id,[u v1 v2 v3])+[q q q q]; F(id,[u v1 v2 v3])=F(id,[u v1 v2 v3])+[1 1 1 1]; end end end end