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Conductance (graph) : ウィキペディア英語版
Conductance (graph)

In graph theory the conductance of a graph ''G''=(''V'',''E'') measures how "well-knit" the graph is: it controls how fast a random walk on ''G'' converges to a uniform distribution. The conductance of a graph is often called the Cheeger constant of a graph as the
analog of its counterpart in spectral geometry. Since electrical networks are intimately related to random walks
with a long history in the usage of the term "conductance", this alternative name helps avoid possible confusion.
The conductance of a cut (S, \bar S) in a graph is defined as:
:\varphi(S) = \frac}
where the a_ are the entries of the adjacency matrix for ''G'', so that
:a(S) = \sum_ \sum_ a_
is the total number (or weight) of the edges incident with ''S''.
The conductance of the whole graph is the minimum conductance over all the possible cuts:
: \phi(G) = \min_\varphi(S).
Equivalently, conductance of a graph is defined as follows:
: \phi(G) := \min_\frac}.\,
For a ''d''-regular graph, the conductance is equal to the isoperimetric number divided by ''d''.
==Generalizations and applications==
In practical applications, one often considers the conductance only over a cut. A common generalization of conductance is to handle the case of weights assigned to the edges: then the weights are added; if the weight is in the form of a resistance, then the reciprocal weights are added.
The notion of conductance underpins the study of percolation in physics and other applied areas; thus, for example, the permeability of petroleum through porous rock can be modeled in terms of the conductance of a graph, with weights given by pore sizes.
Conductance also helps measure the quality of a clustering. The maximum among the conductance of clusters provides a bound which can be used, along with inter-cluster edge weight, to define a measure on the quality of clustering. Intuitively, the conductance of a cluster(which can be seen as a set of vertices in a graph) should be low. Apart from this, the conductance of the subgraph induced by a cluster(called "internal conductance") can be used as well.

抄文引用元・出典: フリー百科事典『 ウィキペディア(Wikipedia)
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