Abstract
We review applications of p-adic and ultrametric methods in the theory of complex systems. We consider the following examples: the p-adic parameterization of the Parisi matrix in the replica method; the method of hierarchical (interbasin) kinetics, which allows describing macromolecular dynamics by models of ultrametric diffusion; the two-dimensional 2-adic parameterization of the genetic code, which demonstrates that degenerations of the genetic code are described by local constancy domains of maps in the 2-adic metric. We discuss clustering methods for a family of metrics and demonstrate that the multiclustering (ensemble clustering) approach is related to the Bruhat–Tits building theory.
Similar content being viewed by others
References
V. S. Vladimirov, I. V. Volovich, and E. I. Zelenov, P-Adic Analysis and Mathematical Physics [in Russian], Nauka, Moscow (1994)
V. S. Vladimirov, I. V. Volovich, and E. I. Zelenov, English transl., World Scientific, Singapore (1994).
B. Dragovich, A. Yu. Khrennikov, S. V. Kozyrev, and I. V. Volovich, P-Adic Numbers Ultrametric Anal. Appl., 1, 1–17 (2009); arXiv:0904.4205v1 [math-ph] (2009).
A. N. Kochubei, Pseudo-Differential Equations and Stochastics Over Non-Archimedean Fields, Marcel Dekker, New York (2001).
V. Anashin and A. Khrennikov, Applied Algebraic Dynamics (de Gruyter Expo. Math., Vol. 49), de Gruyter, Berlin (2009).
S. Albeverio, A. Yu. Khrennikov, and V. M. Shelkovich, Theory of p-Adic Distributions (London Math. Soc. Lect. Note Ser., Vol. 370), Cambridge Univ. Press, Cambridge (2010).
I. V. Volovich, Class. Q. Grav., 4, L83–87 (1987).
M. Mezard, G. Parisi, and M. Virasoro, Spin-Glass Theory and Beyond (World Sci. Lect. Notes Phys., Vol. 9), World Scientific, Singapore (1987).
V. A. Avetisov, A. H. Bikulov, and S. V. Kozyrev, J. Phys. A: Math. Gen., 32, 8785–8791 (1999); arXiv:condmat/9904360v1 (1999).
G. Parisi and N. Sourlas, Eur. Phys. J. B, 14, 535–542 (2000); arXiv:cond-mat/9906095v1 (1999).
A. Yu. Khrennikov and S. V. Kozyrev, Phys. A, 359, 222–240 (2006); arXiv:cond-mat/0603685v1 (2006).
A. Yu. Khrennikov and S. V. Kozyrev, Phys. A, 359, 241–266 (2006); arXiv:cond-mat/0603687v1 (2006).
A. Yu. Khrennikov and S. V. Kozyrev, Phys. A, 378, 283–298 (2007); arXiv:cond-mat/0603694v1 (2006).
D. M. Carlucci and C. De Dominicis, C. R. Acad Sci. Ser. IIB, 325, 527–530 (1997); arXiv:cond-mat/9709200v1 (1997).
C. De Dominicis, D. M. Carlucci, and T. Temesvári, Journal de Physique I (France), 7, 105–115 (1997); arXiv: cond-mat/9703132v1 (1997).
M. Talagrand, Spin glasses, a Challenge for Mathematicians: Cavity and Mean Field Models (Ser. Mod. Surv. Math., Vol. 46), Springer, Berlin (2003).
O. M. Becker and M. Karplus, J. Chem. Phys., 106, 1495–1517 (1997).
A. T. Ogielski and D. L. Stein, Phys. Rev. Lett., 55, 1634–1637 (1985).
V. A. Avetisov, A. H. Bikulov, S. V. Kozyrev, and V. A. Osipov, J. Phys. A: Math. Gen., 35, 177–189 (2002); arXiv:cond-mat/0106506v1 (2001).
V. A. Avetisov, A. Kh. Bikulov, and A. P. Zubarev, Proc. Steklov Inst. Math., 285, 3–25 (2014).
V. A. Avetisov, A. Kh. Bikulov, and V. Al. Osipov, J. Phys. A: Math. Gen., 36, 4239–4246 (2003).
V. A. Avetisov, A. Kh. Bikulov, and A. P. Zubarev, J. Phys. A: Math. Theor., 42, 085003 (2009).
S. V. Kozyrev, P-Adic Ultrametric Anal. Appl., 2, 122–132 (2010).
S. Albeverio and W. Karwowski, Stochastic Processes Appl., 53, 1–22 (1994).
S. K. Nechaev and O. A. Vasiliev, Proc. Steklov Inst. Math., 245, 169–188 (2004); arXiv:cond-mat/0310079v1 (2003).
V. A. Avetisov, A. Kh. Bikulov, and A. P. Zubarev, Vestn. Samar. Gos. Tekhn. Univ. Ser. Fiz.-Mat. Nauki, 1(22), 9–15 (2011).
V. A. Avetisov, V. A. Ivanov, D. A. Meshkov, and S. K. Nechaev, JETP Lett., 98, 242–246 (2013).
F. Murtagh, Multidimensional Clustering Algorithms (Compstat Lect., Vol. 4), Physica, Heidelberg (1985).
F. Murtagh and P. Contreras, P-Adic Numbers, Ultrametric Anal. Appl., 4, 46–56 (2012).
F. Murtagh, P-Adic Numbers, Ultrametric Anal. Appl., 5, 326–337 (2013).
V. A. Lemin, “Finite ultrametric spaces and computer science,” in: Categorical Perspectives (J. Koslowski and A. Melton, eds.), Birkhäuser, Boston, Mass. (2001), pp. 219–241.
M. Greenfield, M. Marcolli, and K. Teh, P-Adic Numbers, Ultrametric Anal. Appl., 6, 81–104 (2014).
M. Marcolli and N. Tedeschi, P-Adic Numbers, Ultrametric Anal. Appl., 6, 135–154 (2014).
E. Yu. Lerner and M. D. Missarov, Lett. Math. Phys., 22, 123–129 (1991).
A. Strehl, J. Ghosh, and C. Cardie, J. Machine Learning Research, 3, 583–617 (2002).
S. V. Kozyrev, Theor. Math. Phys., 164, 1163–1168 (2010).
S. Albeverio and S. V. Kozyrev, P-Adic Numbers, Ultrametric Anal. Appl., 4, 167–178 (2012); arXiv:1204.5952v1 [cs.DS] (2012).
S. V. Kozyrev, Theor. Math. Phys., 180, 958–966 (2014); arXiv:1404.6960v1 [math.MG] (2014).
B. Dragovich and A. Dragovich, P-Adic Numbers, Ultrametric Anal. Appl., 1, 34–41 (2009); arXiv:q-bio/0607018v1 (2006).
B. Dragovich, A. Dragovich, Computer J., 53, 432–442 (2010); arXiv:0707.3043v1 [q-bio.OT] (2007).
A. Yu. Khrennikov and S. V. Kozyrev, Phys. A, 381, 265–272 (2007); arXiv:q-bio.QM/0701007v3 (2007).
A. Yu. Khrennikov and S. V. Kozyrev, J. Theoret. Biology., 261, 396–406 (2009); arXiv:0903.0137v3 [q-bio.GN] (2009).
S. V. Kozyrev and A. Yu. Khrennikov, Dokl. Math., 81, 128–130 (2010).
A. Yu. Khrennikov and S. V. Kozyrev, P-Adic Numbers, Ultrametric Anal. Appl., 3, 165–168 (2011).
A. Yu. Khrennikov and S. V. Kozyrev, “2-Adic degeneration of the genetic code and energy of binding of codons,” in: Quantum Bio-Informatics III (L. Accardi, W. Freudenberg, and M. Ohya, eds.), World Scientific, Singapore (2010), pp. 193–204.
S. V. Kozyrev, Proc. Steklov Inst. Math., 274, 1–84 (2011).
A. Monna, Analyse non-Archimedienne, Springer, New York (1970).
Yu. I. Manin, “Reflections on arithmetical physics,” in: Conformal Invariance and String Theory (P. Dita and V. Georgescu, eds.), Acad. Press, Boston (1989), pp. 293–303.
I. Ya. Aref’eva, B. Dragovich, P. H. Frampton, and I. V. Volovich, Internat. J. Mod. Phys. A, 6, 4341–4358 (1991).
L. Brekke and P. G. O. Freund, Phys. Rep., 233, 1–66 (1993).
V. S. Vladimirov, Proc. Steklov Inst. Math., 245, 3–21 (2004).
V. S. Varadarajan, Proc. Steklov Inst. Math., 245, 258–265 (2004).
A. Yu. Khrennikov, Non-Archimedean Analysis: Quantum Paradoxes, Dynamical Systems, and Biological Models, Kluwer, Dordrecht (1997).
Author information
Authors and Affiliations
Corresponding author
Additional information
This research was funded by a grant from the Russian Science Foundation (Project No. 14-50-00005).
Translated from Teoreticheskaya i Matematicheskaya Fizika, Vol. 185, No. 2, pp. 346–360, November, 2015.
Rights and permissions
About this article
Cite this article
Kozyrev, S.V. Ultrametricity in the theory of complex systems. Theor Math Phys 185, 1665–1677 (2015). https://doi.org/10.1007/s11232-015-0371-2
Received:
Revised:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11232-015-0371-2