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The closeness eigenvalues of graphs

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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

  1. Aouchiche, M., Hansen, P.: Distance spectra of graphs: a survey. Linear Algebra Appl. 458, 301–386 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  2. 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)

    Article  MathSciNet  MATH  Google Scholar 

  3. Brouwer, A., Haemers, W.: Spectra of Graphs. Springer, New York (2012)

    Book  MATH  Google Scholar 

  4. Butler, S., Coper, E., Li, A., Lorenzen, K., Schopick, Z.: Spectral properties of the exponential distance matrix. Involve 15(5), 739–762 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  5. Cao, D., Hong, Y.: Graphs characterized by the second eigenvalue. J. Graph Theory 17(3), 325–331 (1993)

    Article  MathSciNet  MATH  Google Scholar 

  6. Cui, S., He, J., Tian, G.: The generalized distance matrix. Linear Algebra Appl. 563, 1–23 (2019)

    Article  MathSciNet  MATH  Google Scholar 

  7. Cvetković, D., Doob, M., Sachs, H.: Spectra of Graphs, 3rd edn. Johann Ambrosius Barth, Heidelberg (1995)

    MATH  Google Scholar 

  8. Cvetković, D., Rowlinson, P., Simić, S.: An Introduction to the Theory of Graph Spectra. Cambridge University Press, Cambridge (2010)

    MATH  Google Scholar 

  9. Cvetković, D., Rowlinson, P., Simić, S.: Eigenspaces of Graphs. Cambridge University Press, Cambridge (1997)

    Book  MATH  Google Scholar 

  10. Dangalchev, C.: Residual closeness in networks. Phys. A 365(2), 556–564 (2006)

    Article  Google Scholar 

  11. Dangalchev, C.: Residual closeness and generalized closeness. Internat. J. Found. Comput. Sci. 22(8), 1939–1948 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  12. 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)

    MathSciNet  MATH  Google Scholar 

  13. Gutman, I., Klavžar, S., Petkovšek, M., Žigert, P.: On Hosoya polynomials of benzenoid graphs. MATCH Commun. Math. Comput. Chem. 43, 49–66 (2001)

    MathSciNet  MATH  Google Scholar 

  14. Horn, R.A., Johnson, C.R.: Matrix Analysis, 2nd edn. Cambridge University Press, Cambridge (2013)

    MATH  Google Scholar 

  15. Lorenzen, K.J.: Cospectral constructions and spectral properties of variations of the distance matrix. PhD Thesis, Iowa State University (2021)

  16. 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)

    Article  MathSciNet  MATH  Google Scholar 

  17. Merris, R.: Graph Theory. Wiley-Interscience, New York (2001)

    MATH  Google Scholar 

  18. Rupnik Poklukar, D., Žerovnik, J.: Networks with extremal closeness. Fund. Inform. 167(3), 219–234 (2019)

    MathSciNet  MATH  Google Scholar 

  19. Seinsche, D.: On a property of the class of \(n\)-colorable graphs. J. Combinatorial Theory Ser. B 16, 191–193 (1974)

    Article  MathSciNet  MATH  Google Scholar 

  20. So, W.: A shorter proof of the distance energy of complete multipartite graphs. Spec. Matrices 5, 61–63 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  21. Wolk, E.S.: The comparability graph of a tree. Proc. Amer. Math. Soc. 13, 789–795 (1962)

    Article  MathSciNet  MATH  Google Scholar 

  22. Wolk, E.S.: A note on “The comparability graph of a tree.” Proc. Amer. Math. Soc. 16, 17–20 (1965)

  23. Xing, R., Zhou, B.: On the second largest distance eigenvalue. Linear Multilinear Algebra 64(9), 1887–1898 (2016)

    Article  MathSciNet  MATH  Google Scholar 

  24. 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)

    Article  MathSciNet  MATH  Google Scholar 

  25. Zheng, L., Zhou, B.: On the spectral closeness and residual spectral closeness of graphs. RAIRO Oper. Res. 56(4), 2651–266 (2022)

    Article  MathSciNet  MATH  Google Scholar 

  26. Zhou, B., Trinajstć, N.: Mathematical properties of molecular descriptors based on distances. Croat Chem Acta 83(2), 227–242 (2010)

    Google Scholar 

Download references

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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Correspondence to Bo Zhou.

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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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