Explicit Formulas for the Anti-Trace of 3-by-3 Matrix Powers via Generating Functions
Abstract
We study the anti-trace—the sum of anti-diagonal entries—of powers of 3-by-3 matrices. Unlike the ordinary trace, the anti-trace has no spectral characterization, so closed forms for the anti-trace of matrix powers are valuable. Starting from the Cayley--Hamilton recurrence for matrix powers and solving a trivariate generating function, we derive explicit closed-form expressions whose coefficients are signed multinomial combinations of the sums of principal minors and their anti-principal counterparts. The formulas are purely algebraic and remain valid over any commutative ring. As a structural application, we analyze block anti-diagonal matrices of size 3m-by-3m.
Full text article
References
C. Brezinski, P. Fika, and M. Mitrouli, “Estimations of the trace of powers of positive self-adjoint operators by extrapolation of the moments,” Electronic Transactions on Numerical Analysis, vol. 39, pp. 144–155, 2012. https://etna.ricam.oeaw.ac.at/vol.39.2012/pp144-155.dir/pp144-155.pdf.
H. Avron, “Counting triangles in large graphs using randomized matrix trace estimation,” in Workshop on Large-Scale Data Mining: Theory and Applications (LDMTA), pp. 1–8, 2010. https://www.semanticscholar.org/paper/Counting-Triangles-in-Large-Graphs-using-Randomized-Avron/24716ee2bf34934e8eb70a7aca4ffa38b544ca81.
A. V. Zarelua, “On congruences for the traces of powers of some matrices,” Proceedings of the Steklov Institute of Mathematics, vol. 263, no. 1, pp. 78–98, 2008. https://doi.org/10.1134/S008154380804007X.
B. N. Datta and K. Datta, “An algorithm for computing powers of a Hessenberg matrix and its applications,” Linear Algebra and its Applications, vol. 14, no. 3, pp. 273–284, 1976. https://doi.org/10.1016/0024-3795(76)90072-0.
M. T. Chu, “Symbolic calculation of the trace of the power of a tridiagonal matrix,” Computing, vol. 35, no. 3, pp. 257–268, 1985. https://doi.org/10.1007/BF02240193.
J. Guti´errez-Guti´errez, “Positive integer powers of certain tridiagonal matrices,” Applied Mathematics and Computation, vol. 202, no. 1, pp. 133–140, 2008. https://doi.org/10.1016/j.amc.2008.01.022.
J. Guti´errez-Guti´errez, “Powers of real persymmetric anti-tridiagonal matrices with constant anti-diagonals,” Applied Mathematics and Computation, vol. 206, no. 2, pp. 919–924, 2008. https://doi.org/10.1016/j.amc.2008.10.003.
J. Pahade and M. Jha, “Trace of positive integer power of real 2 × 2 matrices,” Advances in Linear Algebra & Matrix Theory, vol. 5, no. 4, pp. 150–156, 2015. http://dx.doi.org/10.4236/alamt.2015.54015.
K. Patil, “On the trace of powers of square matrices,” Hacettepe Journal of Mathematics and Statistics, vol. 50, no. 1, pp. 14–23, 2021. https://doi.org/10.15672/hujms.558995.
A. K. Amir, J. Gormantara, and M. Jusmawati, “A method for calculating the sum of diagonal and anti diagonal of power matrices without explicitly calculating its matrices,” Journal of Physics: Conference Series, vol. 1277, no. 1, p. 012038, 2019. https://doi.org/10.1088/1742-6596/1277/1/012038.
R. A. Horn and C. R. Johnson, Matrix Analysis. Cambridge: Cambridge University Press, 2 ed., 2012. https://doi.org/10.1017/CBO9781139020411.
Authors
Copyright (c) 2026 Journal of the Indonesian Mathematical Society

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.