Abstract
For a graph G with \(u,v\in V(G)\), denote by \(d_G(u,v)\) the distance between u and v in G, which is the length of a shortest path connecting them if there is at least one path from u to v in G and is \(\infty \) otherwise. The closeness matrix of a graph G is the \(|V(G)|\times |V(G)|\) symmetric matrix \((c_G(u,v))_{u,v\in V(G}\), where \(c_G(u,v)=2^{-d_G(u,v)}\) if \(u\ne v\) and 0 otherwise. The closeness eigenvalues of a graph G are the eigenvalues of C(G). We determine the graphs for which the second largest closeness eigenvalues belong to \(\left( -\infty , a\right) \), where \(a\approx -0.1571\) is the second largest root of \(x^3-x^2-\frac{11}{8}x-\frac{3}{16}=0\). We also identify the n-vertex graphs with a closeness eigenvalue of multiplicity \(n-1\), \(n-2\) and \(n-3\), respectively.
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References
Aouchiche, M., Hansen, P.: Distance spectra of graphs: a survey. Linear Algebra Appl. 458, 301–386 (2014)
Bapat, R.B., Lal, A.K., Pati, S.: A \(q\)-analogue of the distance matrix of a tree. Linear Algebra Appl. 416(2–3), 799–814 (2006)
Brouwer, A., Haemers, W.: Spectra of Graphs. Springer, New York (2012)
Butler, S., Coper, E., Li, A., Lorenzen, K., Schopick, Z.: Spectral properties of the exponential distance matrix. Involve 15(5), 739–762 (2002)
Cao, D., Hong, Y.: Graphs characterized by the second eigenvalue. J. Graph Theory 17(3), 325–331 (1993)
Cui, S., He, J., Tian, G.: The generalized distance matrix. Linear Algebra Appl. 563, 1–23 (2019)
Cvetković, D., Doob, M., Sachs, H.: Spectra of Graphs, 3rd edn. Johann Ambrosius Barth, Heidelberg (1995)
Cvetković, D., Rowlinson, P., Simić, S.: An Introduction to the Theory of Graph Spectra. Cambridge University Press, Cambridge (2010)
Cvetković, D., Rowlinson, P., Simić, S.: Eigenspaces of Graphs. Cambridge University Press, Cambridge (1997)
Dangalchev, C.: Residual closeness in networks. Phys. A 365(2), 556–564 (2006)
Dangalchev, C.: Residual closeness and generalized closeness. Internat. J. Found. Comput. Sci. 22(8), 1939–1948 (2011)
Gutman, I.: Hosoya polynomial and the distance of the total graph of a tree. Univ. Beograd. Publ. Elektrotehn. Fak. Ser. Mat. 10, 53–58 (1999)
Gutman, I., Klavžar, S., Petkovšek, M., Žigert, P.: On Hosoya polynomials of benzenoid graphs. MATCH Commun. Math. Comput. Chem. 43, 49–66 (2001)
Horn, R.A., Johnson, C.R.: Matrix Analysis, 2nd edn. Cambridge University Press, Cambridge (2013)
Lorenzen, K.J.: Cospectral constructions and spectral properties of variations of the distance matrix. PhD Thesis, Iowa State University (2021)
Lu, L., Huang, Q., Huang, X.: On graphs whose smallest distance (signless Laplacian) eigenvalue has large multiplicity. Linear Multilinear Algebra 66(11), 2218–2231 (2018)
Merris, R.: Graph Theory. Wiley-Interscience, New York (2001)
Rupnik Poklukar, D., Žerovnik, J.: Networks with extremal closeness. Fund. Inform. 167(3), 219–234 (2019)
Seinsche, D.: On a property of the class of \(n\)-colorable graphs. J. Combinatorial Theory Ser. B 16, 191–193 (1974)
So, W.: A shorter proof of the distance energy of complete multipartite graphs. Spec. Matrices 5, 61–63 (2017)
Wolk, E.S.: The comparability graph of a tree. Proc. Amer. Math. Soc. 13, 789–795 (1962)
Wolk, E.S.: A note on “The comparability graph of a tree.” Proc. Amer. Math. Soc. 16, 17–20 (1965)
Xing, R., Zhou, B.: On the second largest distance eigenvalue. Linear Multilinear Algebra 64(9), 1887–1898 (2016)
Yan, W., Yeh, Y.-N.: The determinants of \(q\)-distance matrices of trees and two quantiles relating to permutations. Adv. Appl. Math. 39(3), 311–321 (2007)
Zheng, L., Zhou, B.: On the spectral closeness and residual spectral closeness of graphs. RAIRO Oper. Res. 56(4), 2651–266 (2022)
Zhou, B., Trinajstć, N.: Mathematical properties of molecular descriptors based on distances. Croat Chem Acta 83(2), 227–242 (2010)
Acknowledgements
The authors thank the two anonymous referees for their constructive and helpful suggestions and comments, and telling us the dissertation [15]. This work was supported by the National Natural Science Foundation of China (No. 12071158).
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Zheng, L., Zhou, B. The closeness eigenvalues of graphs. J Algebr Comb 58, 741–760 (2023). https://doi.org/10.1007/s10801-023-01270-2
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DOI: https://doi.org/10.1007/s10801-023-01270-2