Abstract
In 2001, Davies, Gladwell, Leydold, and Stadler proved discrete nodal domain theorems for eigenfunctions of generalized Laplacians, i.e., symmetric matrices with non-positive off-diagonal entries. In this paper, we establish nodal domain theorems for arbitrary symmetric matrices by exploring the induced signed graph structure. Our concepts of nodal domains for any function on a signed graph are switching invariant. When the induced signed graph is balanced, our definitions and upper bound estimates reduce to existing results for generalized Laplacians. Our approach provides a more conceptual understanding of Fiedler’s results on eigenfunctions of acyclic matrices. This new viewpoint leads to lower bound estimates for the number of strong nodal domains which improves previous results of Berkolaiko and Xu–Yau. We also prove a new type of lower bound estimates by a duality argument.
Similar content being viewed by others
References
Atay, F.M., Liu, S.: Cheeger constants, structural balance, and spectral clustering analysis for signed graphs. Discrete. Math. 343, 26 (2020)
Berkolaiko, G.: A lower bound for nodal count on discrete and metric graphs. Comm. Math. Phys. 278, 803–819 (2008)
Bıyıkoğlu, T.: A discrete nodal domain theorem for trees. Linear Algebra Appl. 360, 197–205 (2003)
Bıyıkoğlu, T., Leydold, J., Stadler, P. F.: Laplacian Eigenvectors of Graphs, Perron-Frobenius and Faber-Krahn Type Theorems. Lecture Notes in Mathematics 1915, Springer, (2007)
Bıyıkoğlu, T., Leydold, J., Stadler, P.F.: Nodal domain theorems and bipartite subgraphs. Electron. J. Linear Algebra 13, 344–351 (2005)
Bıyıkoğlu, T., Hordijk, W., Leydold, J., Pisanski, T., Stadler, P.F.: Graph Laplacians, nodal domains, and hyperplane arrangements. Linear Algebra Appl. 390, 155–174 (2004)
Bonnefont, M., Golénia, S., Keller, M., Liu, S., Münch, F.: Magnetic-sparseness and Schrödinger operators on graphs. Ann. Henri Poincaré 21(5), 1489–1516 (2020)
Bonnington, C.P., Little, C.H.C.: The Foundations of Topological Graph Theory. Springer-Verlag, New York (1995)
Chang, K.C., Shao, S., Zhang, D.: Nodal domains of eigenvectors for \(1\)-Laplacian on graphs. Adv. Math. 308, 529–574 (2017)
Cheng, S.-Y.: Eigenfunctions and nodal sets. Comment. Math. Helv. 51(1), 43–55 (1976)
Colin de Verdière, Y.: Multiplicités des valeurs propres. Laplaciens discrets et laplaciens continus. [Multiplicities of eigenvalues. Discrete Laplacians and continuous Laplacians] Rend. Mat. Appl. 13, 433–460 (1993)
Courant, R.: Ein allgemeiner Satzt zur Theorie der Eigenfunktionen selbsadjungierter Differentialausdrücke. Nachr. Ges. Wiss. Göttingen 1, 81–84 (1923)
Courant, R., Hilbert, D.: Methods of Mathematical Physics, vol. I. Interscience Publishers Inc, New York, N.Y. (1953)
Cuesta, M., DeFigueiredo, D.G., Gossez, J.P.: A nodal domain property for the \(p\)-Laplacian. C. R. Acad. Sci. Paris Sér. I Math. 330(8), 669–673 (2000)
Davies, E.B., Gladwell, G.M.L., Leydold, J., Stadler, P.F.: Discrete nodal domain theorems. Linear Algebra Appl. 336, 51–60 (2001)
Duval, A.M., Reiner, V.: Perron-Frobenius type results and discrete versions of nodal domain theorems. Linear Algebra Appl. 294, 259–268 (1999)
Fiedler, M.: Algebraic connectivity of graphs. Czech. Math. J. 23, 298–305 (1973)
Fiedler, M.: Eigenvectors of acyclic matrices. Czech. Math. J. 25, 607–618 (1975)
Fiedler, M.: A property of eigenvectors of non-negative symmetric matrices and its applications to graph theory. Czech. Math. J. 25, 619–633 (1975)
Friedman, J.: Some geometric aspects of graphs and their eigenfunctions. Duke Math. J. 69(3), 487–525 (1993)
Gantmacher, F.P., Krein, M.G., Oscillation matrices and kernels and small vibrations of mechanical systems. Revised edition. In: Translation based on the: Russian original, p. 2002. AMS Chelsea Publishing, Providence, RI, Edited and with a preface by Alex Eremenko (1941)
Gladwell, G.M.L., Zhu, H.: Courant’s nodal line theorem and its discrete counterparts. Quart. J. Mech. Appl. Math. 55(1), 1–15 (2002)
Haemers, W.H.: Interlacing eigenvalues and graphs. Linear Algebra Appl. 226–228, 593–616 (1995)
Harary, F.: On the notion of balance of a signed graph. Mich. Math. J. 2(54), 143–146 (1953)
Harary, F.: Structural duality. Behav. Sci. 2(4), 255–265 (1957)
Jost, J., Mulas, R., Zhang, D.: \(p\)-Laplace operators for oriented hypergraphs. Vietnam J. Math. 50, 323–358 (2022)
Jost, J., Zhang, D.: Discrete-to-continuous extensions: piecewise multilinear extension, min-max theory and spectral theory. arXiv: 2106:04116, (2021)
Keller, M., Schwarz, M.: Courant’s nodal domain theorem for positivity preserving forms. J. Spectr. Theory 10(1), 271–309 (2020)
Lin, Y., Lippner, G., Mangoubi, D., Yau, S.-T.: Nodal geometry of graphs on surfaces. Discrete. Contin. Dyn. Syst. 28(3), 1291–1298 (2010)
Liu, S., Münch, F., Peyerimhoff, N.: Curvature and higher order Buser inequalities for the graph connection Laplacian. SIAM J. Discrete Math. 33(1), 257–305 (2019)
Lovász, L.: Discrete quantitative nodal theorem. Electron. J. Combin. 28, 6 (2021)
Mohammadian, A.: Graphs and their real eigenvectors. Linear Multilinear Algebra 64(2), 136–142 (2016)
Powers, D.L.: Graph partitioning by eigenvectors. Linear Algebra Appl. 101, 121–133 (1988)
Roth, R.: On the eigenvectors belonging to the minimum eigenvalue of an essentially nonnegative symmetric matrix with bipartite graph. Linear Algebra Appl. 118, 1–10 (1989)
Tudisco, F., Hein, M.: A nodal domain theorem and a higher-order Cheeger inequality for the graph \(p\)-Laplacian. J. Spectr. Theory 8(3), 883–908 (2018)
van der Holst, H.: A short proof of the planarity characterization of Colin de Verdière. J. Combin. Theory Ser. B 65(2), 269–272 (1995)
van der Holst, H.: Topological and spectral graph characterizations, Ph. D. Thesis, University of Amsterdam, 1996
Xu, H., Yau, S.-T.: Nodal domain and eigenvalue multiplicity of graphs. J. Comb. 3(4), 609–622 (2012)
Zaslavsky, T.: Signed graphs. Discrete Appl. Math. 4(1), 47–74 (1982)
Acknowledgements
This work has been presented in the conference, Mathematical concepts in the Science and Humanities (MPI MiS, May 16-25,2022), which is dedicated to Professor Jürgen Jost on the occasion of his 65th birthday. We are very grateful to Dong Zhang for discussions on discrete nodal domain theorems of signless Laplacians. We thank Ali Mohammadian for bringing his interesting work [32] to our attention after the submission of our first arXiv version. This work is supported by the National Key R and D Program of China 2020YFA0713100 and the National Natural Science Foundation of China (No. 12031017).
Author information
Authors and Affiliations
Corresponding author
Additional information
Communicated by Andrea Mondino.
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.