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Graph Eigenvalue


The (adjacency) eigenvalues of a graph are defined as the eigenvalues of its adjacency matrix. The set of eigenvalues of a graph is called a graph spectrum.

Graph eigenvalues are typically denoted lambda_i and ordered with lambda_1<=lambda_2<=...<=_n. The largest eigenvalue absolute value in a graph is called the spectral radius of the graph, and the second smallest eigenvalue of the Laplacian matrix of a graph is called its algebraic connectivity. The sum of absolute values of graph eigenvalues is called the graph energy.

The notation theta_i is also used for graph eigenvalues (e.g., Godsil and Royle 2001, p. 193), though sometimes with an indexing convention starting with theta_0 being the smallest (instead of lambda_1). A graph with graph diameter d has a graph spectrum consisting of at least d+1 distinct eigenvalues, with the bound becoming tight for a distance-regular graph, which has exactly d+1 distinct eigenvalues (Fallat et al. 2024).

For a strongly regular graph with parameters (nu,k,lambda,mu) that is not a complete or empty graph, there are exactly three graph eigenvalues k, r, and s with r>=0 and s<=-1, where r,s are the roots of

 theta^2+(mu-lambda)theta+(mu-k)=0

(Brouwer et al. 1989, Thm. 1.3.1, p. 8).


See also

Algebraic Connectivity, Characteristic Polynomial, Cospectral Graphs, Graph Energy, Graph Spectrum, Spectral Radius

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References

Biggs, N. L. Algebraic Graph Theory, 2nd ed. Cambridge, England: Cambridge University Press, 1993.Brouwer, A. E.; Cohen, A. M.; and Neumaier, A. Distance-Regular Graphs. New York: Springer-Verlag, 1989.Cvetković, D. M.; Doob, M.; and Sachs, H. Spectra of Graphs: Theory and Applications, 3rd rev. enl. ed. New York: Wiley, 1998.Cvetković, D.; Rowlinson, P.; and Simić, S. Spectral Generalizations of Line Graphs: On Graphs With Least Eigenvalue −2. Cambridge, England: Cambridge University Press, 2004.Fallat, S.; Gupta, H.; Herman, A.; and Parenteau, J. "Minimum Number of Distinct Eigenvalues of Distance-Regular and Signed Johnson Graphs." 31 Oct 2024. https://arxiv.org/abs/2411.00250.Godsil, C. and Royle, G. Algebraic Graph Theory. New York: Springer-Verlag, 2001.Skiena, S. Implementing Discrete Mathematics: Combinatorics and Graph Theory with Mathematica. Reading, MA: Addison-Wesley, p. 85, 1990.

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Graph Eigenvalue

Cite this as:

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

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