Abstract
We investigate the growth of the number w k of walks of length k in undirected graphs as well as related inequalities. In the first part, we deduce the inequality w 2a+c ⋅w 2(a+b)+c ≤w 2a ⋅w 2(a+b+c), which we call the Sandwich Theorem. It unifies and generalizes an inequality by Lagarias et al. and an inequality by Dress and Gutman. In the same way, we derive the inequality w 2a+c (v,v)⋅w 2(a+b)+c (v,v)≤w 2a (v,v)⋅w 2(a+b+c)(v,v) for the number w k (v,v) of closed walks of length k starting at a given vertex v. We then use a theorem of Blakley and Dixon to show \(w_{2\ell+p}^{k}\leq w_{2\ell+pk}\cdot w_{2\ell}^{k-1}\), which unifies and generalizes an inequality by Erdős and Simonovits and, again, the inequality by Dress and Gutman. Both results can be translated directly into the corresponding forms using the higher order densities, which extends former results.
In the second part, we provide a new family of lower bounds for the largest eigenvalue λ 1 of the adjacency matrix based on closed walks. We apply the Sandwich Theorem to show monotonicity in this and a related family of lower bounds of Nikiforov. This leads to generalized upper bounds for the energy of graphs.
In the third part, we demonstrate that a further natural generalization of the Sandwich Theorem is not valid for general graphs. We show that the inequality w a+b ⋅w a+b+c ≤w a ⋅w a+2b+c does not hold even in very restricted cases like w 1⋅w 2≤w 0⋅w 3 (i.e., \(\bar{d}\cdot w_{2}\leq w_{3}\)) in the context of bipartite or cycle free graphs. In contrast, we show that surprisingly this inequality is always satisfied for trees and we show how to construct worst-case instances (regarding the difference of both sides of the inequality) for a given degree sequence. We also prove the inequality w 1⋅w 4≤w 0⋅w 5 (i.e., \(\bar{d}\cdot w_{4}\leq w_{5}\)) for trees and conclude with a corresponding conjecture for longer walks.
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Notes
Note that Nikiforov used odd values for k which is due to the fact that he counted vertices instead of edges for defining w k .
References
Ahlswede, R., Katona, G.O.H.: Graphs with maximal number of adjacent pairs of edges. Acta Math. Acad. Sci. Hung. 32(1–2), 97–120 (1978)
Alon, N., Feige, U., Wigderson, A., Zuckerman, D.: Derandomized graph products. Comput. Complex. 5(1), 60–75 (1995)
Blakley, G.R., Dixon, R.D.: Hölder type inequalities in cones. J. Math. Anal. Appl. 14(1), 1–4 (1966)
Blakley, G.R., Roy, P.: A Hölder type inequality for symmetric matrices with nonnegative entries. Proc. Am. Math. Soc. 16(6), 1244–1245 (1965)
Chakrabarti, D., Wang, Y., Wang, C., Leskovec, J., Faloutsos, C.: Epidemic thresholds in real networks. ACM Trans. Inf. Syst. Secur. 10(4), 13:1–13:26 (2008)
Chung, F.R.K.: Spectral Graph Theory. Regional Conference Series in Mathematics, vol. 92. Am. Math. Soc., Providence (1997)
Cioabă, S.M.: Some applications of eigenvalues of graphs. In: Dehmer, M. (ed.) Structural Analysis of Complex Networks, pp. 357–379. Birkhäuser, Basel (2011), Chap. 14
Collatz, L., Sinogowitz, U.: Spektren endlicher Grafen. Abh. Math. Semin. Univ. Hamb. 21(1), 63–77 (1957)
Cvetković, D.M.: The generating function for variations with restrictions and paths of the graph and self-complementary graphs. Univ. Beog., Publ. Elektrotehn. Fak., Ser. Mat. Fiz. 320–328(322), 27–34 (1970)
Cvetković, D.M.: Graphs and their spectra. Univ. Beog., Publ. Elektrotehn. Fak., Ser. Mat. Fiz. 354–456(354), 1–50 (1971)
Cvetković, D.M.: Applications of graph spectra: An introduction to the literature. In: Applications of Graph Spectra. Zbornik Radova, vol. 13(21), pp. 7–31. Mathematical Institute SANU, Belgrade (2009)
Cvetković, D.M., Doob, M., Gutman, I., Torgašev, A.: Recent Results in the Theory of Graph Spectra. Annals of Discrete Mathematics, vol. 36. North-Holland, Amsterdam (1988)
Cvetković, D.M., Doob, M., Sachs, H.: Spectra of Graphs—Theory and Applications. Deutscher Verlag der Wissenschaften, Berlin (1979)
Cvetković, D.M., Rowlinson, P.: The largest eigenvalue of a graph: A survey. Linear Multilinear Algebra 28(1), 3–33 (1990)
Cvetković, D.M., Rowlinson, P., Simić, S.K.: Eigenspaces of Graphs. Encyclopedia of Mathematics and Its Applications, vol. 66. Cambridge University Press, Cambridge (1997)
De Caen, D.: An upper bound on the sum of squares of degrees in a graph. Discrete Math. 185, 245–248 (1998)
Dress, A., Gutman, I.: The number of walks in a graph. Appl. Math. Lett. 16(5), 797–801 (2003)
Erdős, P., Simonovits, M.: Compactness results in extremal graph theory. Combinatorica 2(3), 275–288 (1982)
Feige, U., Kortsarz, G., Peleg, D.: The dense k-subgraph problem. Algorithmica 29(3), 410–421 (2001)
Fiol, M.À., Garriga, E.: Number of walks and degree powers in a graph. Discrete Math. 309(8), 2613–2614 (2009)
Gutman, I.: The energy of a graph: Old and new results. In: Proceedings of the Euroconference Algebraic Combinatorics and Applications (ALCOMA’99), pp. 196–211. Springer, Berlin (2001)
Hansen, P., Vukičević, D.: Comparing the Zagreb indices. Croat. Chem. Acta 80(2), 165–168 (2007)
Harary, F., Schwenk, A.J.: The spectral approach to determining the number of walks in a graph. Pac. J. Math. 80(2), 443–449 (1979)
Hemmecke, R., Kosub, S., Mayr, E.W., Täubig, H., Weihmann, J.: Inequalities for the number of walks in trees and general graphs and a generalization of a theorem of Erdős and Simonovits. Technical Report TUM-I1109, Department of Computer Science, Technische Universität München (2011)
Hemmecke, R., Kosub, S., Mayr, E.W., Täubig, H., Weihmann, J.: Inequalities for the number of walks in graphs. In: Proceedings of the 9th Meeting on Analytic Algorithmics and Combinatorics (ANALCO’12), pp. 26–39. SIAM, Philadelphia (2012)
Hoffman, A.J.: Three observations on nonnegative matrices. J. Res. Natl. Bur. Stand. B, Math. Math. Phys. 71(1), 39–41 (1967)
Hoffman, A.J.: On eigenvalues and colorings of graphs. In: Harris, B. (ed.) Graph Theory and Its Applications, pp. 79–91. Academic Press, San Diego (1970)
Hofmeister, M.: Spectral radius and degree sequence. Math. Nachr. 139(1), 37–44 (1988)
Hofmeister, M.: A note on almost regular graphs. Math. Nachr. 166(1), 259–262 (1994)
Hong, Y., Zhang, X.D.: Sharp upper and lower bounds for largest eigenvalue of the Laplacian matrices of trees. Discrete Math. 296(2–3), 187–197 (2005)
Hou, Y., Tang, Z., Woo, C.: On the spectral radius, k-degree and the upper bound of energy in a graph. MATCH Commun. Math. Comput. Chem. 57(2), 341–350 (2007)
Hu, S.: A sharp lower bound of the spectral radius of simple graphs. Appl. Anal. Discrete Math. 3(2), 379–385 (2009)
Ilić, A., Stevanović, D.: On comparing Zagreb indices. MATCH Commun. Math. Comput. Chem. 62(3), 681–687 (2009)
Kosub, S.: Local density. In: Brandes, U., Erlebach, T. (eds.) Network Analysis—Methodological Foundations. LNCS, vol. 3418, pp. 112–142. Springer, Berlin (2005)
Lagarias, J.C., Mazo, J.E., Shepp, L.A., McKay, B.D.: An inequality for walks in a graph. SIAM Rev. 25(3), 403 (1983)
Lagarias, J.C., Mazo, J.E., Shepp, L.A., McKay, B.D.: An inequality for walks in a graph. SIAM Rev. 26(4), 580–582 (1984)
Lewis, H.R., Papadimitriou, C.H.: Symmetric space-bounded computation. Theor. Comput. Sci. 19(2), 161–187 (1982)
London, D.: Inequalities in quadratic forms. Duke Math. J. 33(3), 511–522 (1966)
London, D.: Two inequalities in nonnegative symmetric matrices. Pac. J. Math. 16(3), 515–536 (1966)
Marcus, M., Newman, M.: The sum of the elements of the powers of a matrix. Pac. J. Math. 12(2), 627–635 (1962)
McClelland, B.J.: Properties of the latent roots of a matrix: The estimation of π-electron energies. J. Chem. Phys. 54(2), 640–643 (1971)
Mulholland, H.P., Smith, C.A.B.: An inequality arising in genetical theory. Am. Math. Mon. 66(8), 673–683 (1959)
Mulholland, H.P., Smith, C.A.B.: Corrections: An inequality arising in genetical theory. Am. Math. Mon. 67(2), 161 (1960)
Nikiforov, V.: Walks and the spectral radius of graphs. Linear Algebra Appl. 418(1), 257–268 (2006)
Nikiforov, V.: The sum of the squares of degrees: Sharp asymptotics. Discrete Math. 307(24), 3187–3193 (2007)
Nosal, E.: Eigenvalues of graphs. Master’s thesis, University of Calgary (1970)
Peled, U.N., Petreschi, R., Sterbini, A.: (n,e)-graphs with maximum sum of squares of degrees. J. Graph Theory 31(4), 283–295 (1999)
Van Mieghem, P.: Graph Spectra for Complex Networks. Cambridge University Press, Cambridge (2011)
Vukičević, D., Graovac, A.: Comparing Zagreb M 1 and M 2 indices for acyclic molecules. MATCH Commun. Math. Comput. Chem. 57(3), 587–590 (2007)
Wang, H.: Extremal trees with given degree sequence for the Randić index. Discrete Math. 308(15), 3407–3411 (2008)
Wilf, H.S.: The eigenvalues of a graph and its chromatic number. J. Lond. Math. Soc. 42, 330–332 (1967)
Wilf, H.S.: Spectral bounds for the clique and independence numbers of graphs. J. Comb. Theory, Ser. B 40(1), 113–117 (1986)
Yu, A., Lu, M., Tian, F.: On the spectral radius of graphs. Linear Algebra Appl. 387, 41–49 (2004)
Acknowledgements
We want to thank Daniel Fleischer, Alexander Offtermatt-Souza, Moritz Maaß, Riko Jacob, and Holger Täubig for valuable remarks and discussions.
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Täubig, H., Weihmann, J., Kosub, S. et al. Inequalities for the Number of Walks in Graphs. Algorithmica 66, 804–828 (2013). https://doi.org/10.1007/s00453-013-9766-3
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DOI: https://doi.org/10.1007/s00453-013-9766-3