Abstract
The one-step replica symmetry breaking cavity method is proposed as a new tool to investigate large deviations in random graph ensembles. The procedure hinges on a general connection between negative complexities and probabilities of rare samples in spin glass like models. This relation between large deviations and replica theory is explicited on different models where it is confronted to direct combinatorial calculations.
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REFERENCES
M. Mézard, G. Parisi, and M. A. Virasoro, Spin-Glass Theory and Beyond, Vol. 9 of Lecture Notes in Physics(World Scientific, Singapore, 1987).
M. Talagrand. Spin Glasses: A Challenge for Mathematicians (Springer, 2003).
M. Mézard and G. Parisi, The Bethe lattice spin glass revisited, Eur.Phys.J.B 20:217, (2001).
M. Mézard, G. Parisi, and R. Zecchina, Analytic and algorithmic solution of random satisfiability problems, Science 297:812–815 (2002).
D. J. Aldous, The zeta(2) limit in the random assignment problem, Random Structures and Algorithms 18(4):381–418, (2001).
B. Bollobás, Random graphs, 2nd ed. (Cambridge University Press, 2001).
E. Friedgut and G. Kalai, Every monotone property has a sharp threshold, Proc.Amer.Math.Soc. 124:2993–3002, (1996).
B. Derrida, Random-energy model: An exactly solvable model of disordered systems, Phys.Rev.B 24:2613–2626 (1981).
G. Biroli and M. Mézard, Lattice glass models, Phys.Rev.Lett. 88:025501 (2002).
A. Engel, R. Monasson, and A. K. Hartmann, On large deviation properties of Erdöos-Rényi random graphs cond-mat/0311535 (2003).
P. Erdöos and A. Rényi, On the evolution of random graphs, Publ.Math.Inst.Hungar.Acad.Sci. 5:17–61 (1960).
A. Réka and A.-L. Barabási, Statistical mechanics of complex networks, Rev.Mod.Phys. 74:47 (2002).
M. E. J. Newman, S. H. Strogatz, and D. J. Watts, Random graphs with arbitrary degree distribution and their applications, Phys.Rev.E 64:026118 (2001).
N. C. Wormald, Models of random regular graphs, In J. D. Lamb and D. A. Preece, editors, Survey in Combinatorics, volume 276 of Mathematical Society Lecture Note Series, pp. 239–298, Cambridge University Press (1999).
R. J. Baxter, Exactly solved models in statistical mechanics(Academic Press, 1982).
O. Rivoire, G. Biroli, O. C. Martin, and M. Mézard, Glass models on Bethe lattices, Eur.Phys.J.B 37:55–78, (2004).
M. Mézard and G. Parisi, Mean-field theory of randomly frustrated systems with finite connectivity, Europhys.Lett. 3:1067–1074 (1987).
M. Mézard and G. Parisi, The cavity method at zero temperature, J.Stat.Phys. 111:1–34 (2003).
R. Monasson, Structural glass transition and the entropy of the metastable states, Phys.Rev.Lett. 75:2847 (1995).
D. J. Gross and M. Mézard, The simplest spin glass, Nucl.Phys.B 240:431 (1984).
A. Andreanov, F. Barbieri, and O. C. Martin, Large deviations in spin glass ground state energies, cond-mat/0307709 (2003).
M. Weigt and A. K. Hartmann, Minimal vertex covers on finite-connectivity random graphs: A hard-sphere lattice-gas picture, Phys.Rev.E 63:056127 (2001).
M. Weigt and A. K. Hartmann, Statistical mechanics of the vertex-cover problem. J.Phys.A 43:11069–11093.
H. Zhou, Vertex cover problem studied by cavity method: Analytics and population dynamics, Eur.Phys.J.B 32:265–270 (2003).
P. E. O'Neil, Asymptotics and random matrices with row-sum and column-sum restrictions, Bull.Am.Math.Soc. 75:1276–1282 (1969).
A. Vasquez and M. Weigt, Computational complexity arising from degree correlations in networks, Phys.Rev.E 67:027101 (2003).
M. Weigt and A. K. Hartmann, Glassy behavior induced by geometrical frustration in a hard-core lattice gas model, Europhys.Lett. 62:533–539, (2003).
A. Montanari and F. Ricci-Tersenghi, On the nature of the low-temperature phase in discontinuous mean-field spin glasses, Eur.Phys.J.B 33:339 (2003).
M. Mézard and R. Zecchina, Random K-satisfiability problem: From an analytic solution to an efficient algorithm, Phys.Rev.E 66:056126 (2002).
R. Mulet, A. Pagnani, M. Weigt, and R. Zecchina, Coloring random graphs, Phys.Rev.Lett. 89:268701 (2002).
R. S. Ellis, Entropy, large deviations, and statistical mechanics(Springer-Verlag, 1985).
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Rivoire, O. Properties of Atypical Graphs from Negative Complexities. Journal of Statistical Physics 117, 453–476 (2004). https://doi.org/10.1007/s10955-004-2265-9
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DOI: https://doi.org/10.1007/s10955-004-2265-9