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Graph Conductance


The graph conductance phi(G) of a graph G, also called the edge conductance or normalized edge expansion, is an isoperimetric parameter that measures how difficult it is to separate G into two large pieces by deleting relatively few edges. It is defined by

 phi(G)=min_(A subset= V(G); 0<(A)<=vol(G)/2)(|partialA|)/(vol(A)),
(1)

where

 vol(A)=sum_(v in A)deg(v)
(2)

is the volume of A and

 partialA={{x,y} in E(G):x in A, y in V(G)\A}.
(3)

Equivalently, since

 voll(G)=sum_(v in V(G))deg(v)=2|E(G)|,
(4)

graph conductance is also equal to

 phi(G)=min_(A subset= V(G); 0<(A)<=|E(G)|)(|partialA|)/(vol(A)).
(5)

Graph conductance is closely related to the Cheeger constant. The latter is often defined by

 h(G)=min_(A subset= V(G); 0<|A|<=|V(G)|/2)(|partialA|)/(|A|),
(6)

so conductance differs only in replacing the cardinality of a vertex set by its volume.

For a d-regular graph,

 phi(G)=(h(G))/d,
(7)

but for irregular graphs the two quantities do not in general coincide.

Graph conductance plays an important role in the study of expanders, random walks, and spectral graph theory. In particular, it appears in discrete versions of Cheeger inequalities relating isoperimetric properties to eigenvalues of the Laplacian and normalized Laplacian.

Some authors use slightly different normalizations or allow the minimum to range over all nonempty proper subsets A subset V(G), replacing vol(A) in the denominator by min(vol(A),vol(V\A)). This gives an equivalent formulation of the same quantity.


See also

Cheeger Constant, Laplacian Matrix

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References

Brouwer, A. E. and Haemers, W. H. Spectra of Graphs. New York: Springer, 2012.Mohar, B. "Isoperimetric Numbers of Graphs." J. Combin. Th., Ser. B 47, 274-291, 1989.

Cite this as:

Weisstein, Eric W. "Graph Conductance." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/GraphConductance.html

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