Resistance distance

In graph theory, the resistance distance between two vertices of a simple connected graph, G, is equal to the resistance between two equivalent points on an electrical network, constructed so as to correspond to G, with each edge being replaced by a 1 ohm resistance. It is a metric on graphs.

Definition[]

On a graph G, the resistance distance Ω_i,j between two vertices v_i and v_j is^[1]

${\displaystyle \Omega _{i,j}:=\Gamma _{i,i}+\Gamma _{j,j}-\Gamma _{i,j}-\Gamma _{j,i}}$

where ${\displaystyle \Gamma =\left(L+{\frac {1}{|V|}}\Phi \right)^{+}}$, with ${\displaystyle ^{+}}$ denoting the Moore–Penrose inverse, ${\displaystyle L}$ the Laplacian matrix of G, ${\displaystyle |V|}$ is the number of vertices in G, and ${\displaystyle \Phi }$ is the ${\displaystyle |V|\times |V|}$ matrix containing all 1s.

Properties of resistance distance[]

If i = j then

${\displaystyle \Omega _{i,j}=0.}$

For an undirected graph

${\displaystyle \Omega _{i,j}=\Omega _{j,i}=\Gamma _{i,i}+\Gamma _{j,j}-2\Gamma _{i,j}}$

General sum rule[]

For any N-vertex simple connected graph G = (V, E) and arbitrary N×N matrix M:

${\displaystyle \sum _{i,j\in V}(LML)_{i,j}\Omega _{i,j}=-2\operatorname {tr} (ML)}$

From this generalized sum rule a number of relationships can be derived depending on the choice of M. Two of note are;

${\displaystyle {\begin{aligned}\sum _{(i,j)\in E}\Omega _{i,j}&=N-1\\\sum _{i<j\in V}\Omega _{i,j}&=N\sum _{k=1}^{N-1}\lambda _{k}^{-1}\end{aligned}}}$

where the ${\displaystyle \lambda _{k}}$ are the non-zero eigenvalues of the Laplacian matrix. This unordered sum Σ_i<jΩ_i,j is called the Kirchhoff index of the graph.

Relationship to the number of spanning trees of a graph[]

For a simple connected graph G = (V, E), the resistance distance between two vertices may be expressed as a function of the set of spanning trees, T, of G as follows:

${\displaystyle \Omega _{i,j}={\begin{cases}{\frac {\left|\{t:t\in T,e_{i,j}\in t\}\right\vert }{\left|T\right\vert }},&(i,j)\in E\\{\frac {\left|T'-T\right\vert }{\left|T\right\vert }},&(i,j)\not \in E\end{cases}}}$

where ${\displaystyle T'}$ is the set of spanning trees for the graph ${\displaystyle G'=(V,E+e_{i,j})}$.

As a squared Euclidean distance[]

Since the Laplacian ${\displaystyle L}$ is symmetric and positive semi-definite, so is ${\displaystyle \left(L+{\frac {1}{|V|}}\Phi \right)}$, thus its pseudo-inverse ${\displaystyle \Gamma }$ is also symmetric and positive semi-definite. Thus, there is a ${\displaystyle K}$ such that ${\displaystyle \Gamma =KK^{\textsf {T}}}$ and we can write:

${\displaystyle \Omega _{i,j}=\Gamma _{i,i}+\Gamma _{j,j}-\Gamma _{i,j}-\Gamma _{j,i}=K_{i}K_{i}^{\textsf {T}}+K_{j}K_{j}^{\textsf {T}}-K_{i}K_{j}^{\textsf {T}}-K_{j}K_{i}^{\textsf {T}}=\left(K_{i}-K_{j}\right)^{2}}$

showing that the square root of the resistance distance corresponds to the Euclidean distance in the space spanned by ${\displaystyle K}$.

Connection with Fibonacci numbers[]

A fan graph is a graph on ${\displaystyle n+1}$ vertices where there is an edge between vertex ${\displaystyle i}$ and ${\displaystyle n+1}$ for all ${\displaystyle i=1,2,3,...n,}$ and there is an edge between vertex ${\displaystyle i}$ and ${\displaystyle i+1}$ for all ${\displaystyle i=1,2,3,...,n-1.}$

The resistance distance between vertex ${\displaystyle n+1}$ and vertex ${\displaystyle i\in \{1,2,3,...,n\}}$ is ${\displaystyle {\frac {F_{2(n-i)+1}F_{2i-1}}{F_{2n}}}}$ where ${\displaystyle F_{j}}$ is the ${\displaystyle j}$-th Fibonacci number, for ${\displaystyle j\geq 0}$.^[2][3]

See also[]

• Conductance (graph)

References[]

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