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Eigenvalue Methods for Sparse Tropical Polynomial Systems

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Mathematical Software – ICMS 2024 (ICMS 2024)

Abstract

We develop an analogue of eigenvalue methods to construct solutions of systems of tropical polynomial equalities and inequalities. We show that solutions can be obtained by solving parametric mean payoff games, arising to approriate linearizations of the systems using tropical Macaulay matrices. We implemented specific algorithms adapted to the large scale parametric games that arise in this way, and present numerical experiments.

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References

  1. Akian, M., Gaubert, S., Guterman, A.: Tropical polyhedra are equivalent to mean payoff games. Int. J. Algebra Comput. 22(1), 125001 (2012)

    Google Scholar 

  2. Akian, M., Béreau, A., Gaubert, S.: The tropical Nullstellensatz and Positivstellensatz for sparse polynomial systems. In: Proceedings of the 2023 International Symposium on Symbolic and Algebraic Computation, pp. 43–52. ISSAC ’23, Association for Computing Machinery, New York, NY, USA (2023)

    Google Scholar 

  3. Akian, M., Béreau, A., Gaubert, S.: The Nullstellensatz and Positivstellensatz for sparse tropical polynomial systems (2023). arXiv:2312.05859

  4. Akian, M., Gaubert, S.: Policy iteration for perfect information stochastic mean payoff games with bounded first return times is strongly polynomial (2013)

    Google Scholar 

  5. Akian, M., Gaubert, S., Hochart, A.: Generic uniqueness of the bias vector of finite stochastic games with perfect information. J. Math. Anal. Appl. 457(2), 1038–1064 (2018)

    Article  MathSciNet  Google Scholar 

  6. Akian, M., Gaubert, S., Vannucci, S.: Ambitropical geometry, hyperconvexity and zero-sum games (2023)

    Google Scholar 

  7. Allamigeon, X., Bœuf, V., Gaubert, S.: Performance evaluation of an emergency call center: tropical polynomial systems applied to timed petri nets. In: Sankaranarayanan, S., Vicario, E. (eds.) FORMATS 2015. LNCS, vol. 9268, pp. 10–26. Springer, Cham (2015). https://doi.org/10.1007/978-3-319-22975-1_2

    Chapter  Google Scholar 

  8. Allamigeon, X., Gaubert, S., Skomra, M.: Tropical spectrahedra. Discret. Comput. Geom. 63, 507–548 (2020)

    Article  MathSciNet  Google Scholar 

  9. Baldwin, E., Klemperer, P.: Understanding preferences: “demand types’’, and the existence of equilibrium with indivisibilities. Econometrica 87(3), 867–932 (2019)

    Article  MathSciNet  Google Scholar 

  10. Bronstein, M., Cohen, A.M., Cohen, H., Eisenbud, D., Sturmfels, B., Dickenstein, A., Emiris, I.Z. (eds.): Solving Polynomial Equations. Springer-Verlag (2005). https://doi.org/10.1007/b138957

  11. Béreau, A.: Tp2s: a solver for systems of tropical polynomial equalities and inequalities (2023). python software available from https://gitlab.inria.fr/abereau/tropical-polynomial-system-solving

  12. Canny, J., Emiris, I.: An efficient algorithm for the sparse mixed resultant. In: Cohen, G., Mora, T., Moreno, O. (eds.) AAECC 1993. LNCS, vol. 673, pp. 89–104. Springer, Heidelberg (1993). https://doi.org/10.1007/3-540-56686-4_36

    Chapter  Google Scholar 

  13. Cohen, G., Gaubert, S., Quadrat, J.: Algebraic system analysis of timed Petri nets. In: Gunawardena, J. (ed.) Idempotency, pp. 145–170. Publications of the Isaac Newton Institute, Cambridge University Press (1998)

    Chapter  Google Scholar 

  14. Desoeuvres, A., Szmolyan, P., Radulescu, O.: Qualitative dynamics of chemical reaction networks: an investigation using partial tropical equilibrations. In: Petre, I., Păun, A. (eds.) Computational Methods in Systems Biology. CMSB 2022. LNCS(), vol. 13447. Springer, Cham (2022). https://doi.org/10.1007/978-3-031-15034-0_4

  15. Dhingra, V., Gaubert, S.: How to solve large scale deterministic games with mean payoff by policy iteration. In: Valuetools ’06: Proceedings of the 1st International Conference on Performance Evaluation Methodologies and Tools, p. 12. ACM Press, New York, NY, USA (2006)

    Google Scholar 

  16. Ehrenfeucht, A., Mycielski, J.: Positional strategies for mean payoff games. Internat. J. Game Theory 8(2), 109–113 (1979)

    Article  MathSciNet  Google Scholar 

  17. Einsiedler, M., Kapranov, M., Lind, D.: Non-archimedean amoebas and tropical varieties. Journal für die reine und angewandte Mathematik (Crelles Journal) 2006(601) (2006)

    Google Scholar 

  18. Emiris, I.Z.: Toric resultants and applications to geometric modelling. In: [10], pp. 269–300 (2005)

    Google Scholar 

  19. Gaubert, S., Sergeev, S.: The level set method for the two-sided max-plus eigenproblem. J. Disc. Event Dyn. Syst. 23(2), 105–134 (2013)

    Article  MathSciNet  Google Scholar 

  20. Gaubert, S., Katz, R.D., Sergeev, S.: Tropical linear-fractional programming and parametric mean payoff games. J. Symb. Comput. 47(12), 1447–1478 (2012)

    Article  MathSciNet  Google Scholar 

  21. Gelfand, I.M., Kapranov, M.M., Zelevinsky, A.V.: Discriminants, Resultants, and Multidimensional Determinants. Birkhäuser (1994)

    Google Scholar 

  22. Görlach, P., Ren, Y., Zhang, L.: Computing zero-dimensional tropical varieties via projections. Comput. Complex. 31(1), 5 (2022)

    Google Scholar 

  23. Grigoriev, D., Podolskii, V.: Tropical effective primary and dual Nullstellensätze. Discrete Comput. Geom. 59, 507–552 (2018)

    Google Scholar 

  24. Hansen, T., Miltersen, P., Zwick, U.: Strategy iteration is strongly polynomial for 2-player turn-based stochastic games with a constant discount factor. In: Innovations in Computer Science 2011, pp. 253–263. Tsinghua University Press (2011)

    Google Scholar 

  25. Huber, B., Sturmfels, B.: A polyhedral method for solving sparse polynomial systems. Math. Comput. 64(212), 1541–1555 (1995)

    Article  MathSciNet  Google Scholar 

  26. Itenberg, I., Mikhalkin, G., Shustin, E.: Tropical algebraic geometry, Oberwolfach Semin., vol. 35. Birkhäuser, Basel, second edn. (2009)

    Google Scholar 

  27. Itenberg, I., Viro, O.: Patchworking algebraic curves disproves the Ragsdale conjecture. Math. Intelligencer 18(4), 19–28 (1996)

    Article  MathSciNet  Google Scholar 

  28. Jell, P., Scheiderer, C., Yu, J.: Real tropicalization and analytification of semialgeaic sets. Int. Math. Res. Not. 2022(2), 928–958 (2020)

    Article  Google Scholar 

  29. Jensen, A.N.: Tropical homotopy continuation (2016). arXiv:1601.02818

  30. Lüders, C.: Computing tropical prevarieties with satisfiability modulo theories (SMT) solvers. In: Fontaine, P., Korovin, K., Kotsireas, I.S., Rümmer, P., Tourret, S. (eds.) Proceedings of SC2’20: Fifth International Workshop on Satisfiability Checking and Symbolic Computation, July 05, 2020, Paris, France. CEUR Workshop Proceedings (CEUR-WS.org) (2020)

    Google Scholar 

  31. Maclagan, D., Sturmfels, B.: Introduction to Tropical Geometry. Graduate Studies in Mathematics, American Mathematical Society (2015)

    Google Scholar 

  32. Malajovich, G.: Computing mixed volume and all mixed cells in quermassintegral time. Found. Comput. Math. 17(5), 1293–1334 (2016)

    Article  MathSciNet  Google Scholar 

  33. Markwig, T., Ren, Y.: Computing tropical varieties over fields with valuation. Found. Comput. Math. 20(4), 783–800 (2019)

    Article  MathSciNet  Google Scholar 

  34. Mikhalkin, G.: Enumerative tropical algebraic geometry in \(\mathbb{R} ^{2}\). J. Amer. Math. Soc. 18, 313–377 (2005)

    Article  MathSciNet  Google Scholar 

  35. Sturmfels, B.: On the newton polytope of the resultant. J. Algebraic Combin. 3(2), 207–236 (1994)

    Article  MathSciNet  Google Scholar 

  36. Viro, O.Y.: Real plane algebraic curves: constructions with controlled topology. Algebra i Analiz 1(5), 1–73 (1989)

    MathSciNet  Google Scholar 

  37. Zwick, U., Paterson, M.: The complexity of mean payoff games on graphs. Theoret. Comput. Sci. 158(1–2), 343–359 (1996)

    Article  MathSciNet  Google Scholar 

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Correspondence to Antoine Béreau .

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Akian, M., Béreau, A., Gaubert, S. (2024). Eigenvalue Methods for Sparse Tropical Polynomial Systems. In: Buzzard, K., Dickenstein, A., Eick, B., Leykin, A., Ren, Y. (eds) Mathematical Software – ICMS 2024. ICMS 2024. Lecture Notes in Computer Science, vol 14749. Springer, Cham. https://doi.org/10.1007/978-3-031-64529-7_31

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  • DOI: https://doi.org/10.1007/978-3-031-64529-7_31

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