[Math] Connectivity of weighted graph and zero Laplacian eigenvalues

eigenvaluesgraph theorylaplacianspectral-graph-theory

Given an undirected graph $G$, and let $V$ denote its set of vertices and $E$ its set of edges. Suppose that there are no edges connecting the same vertex, and no more than one edge connecting any pair of vertices.

The adjacency matrix is
\begin{equation}
a_{ij} =
\begin{cases}
1 & If \, (i,j) \in E \\
0 & \textrm{Otherwise}
\end{cases},
\end{equation}
and the Laplacian is $L = \delta_{ij} \sum_{k} a_{ik} – a_{ij}$.

It is known that the number of connected components of $G$ is equal to the multiplicity of the zero eigenvalue of $L$.

Is this result true also for weighted undirected graphs, where
\begin{equation}
a_{ij} =
\begin{cases}
w_{ij} & If \, (i,j) \in E \\
0 & \textrm{Otherwise}
\end{cases},
\end{equation}
with $w_{ij}$ some positive weight? If so, may you please give me a reference where I can find the proof for weighted graph?

Thank you

Best Answer

Start with the unweighted case. We have $L=BB^T$ where $B$ is (what I call) the incidence matrix of an orientation of $G$. So $B$ has one 1 and one $-1$ in each column with all other entries zero. The left kernel of $B$ consists of the functions on $V(G)$ that are constant on the components of $G$. Since $B$ and $BB^T$ have the same rank, we get the connection between number of components and multiplicity of 0 as an eigenvalue of $L$.

Now suppose we have a non-zero weight on each edge of $G$, and let $\Delta$ be the diagonal matrix with rows and columns indexed by $E(G)$, and with $i$-th diagonal entry equal to the weight of the $i$-th edge. Then $B\Delta B^T$ is your weighted Laplacian and, since $BB^T$ and $B\Delta B^T$ have the same rank, we're done.

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