Definition of the Subject
The term record statistics covers the statistical properties of records within an orderedseries of numerical data obtained from observations or measurements. A record within such series is simply a value larger (or smaller) than allpreceding values. The mathematical properties of records strongly depend on the properties of the series from which they are extracted. These propertieshave been investigated for many different cases, the simplest cases perhaps being series of independent random numbers drawn from the same (arbitrary)distribution, and series produced by a diffusion process with independent random increments.
The term record dynamicscovers the rather new idea that records may, in special situations, have measurabledynamical consequences. The approach applies to the aging dynamics of glasses and other systems with multiple metastable states. The basic idea is thatrecord sizes fluctuations of e. g. the energy are able...
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Notes
- 1.
Apart from this constraint, the form of the distribution is immaterial.
Abbreviations
- Aging:
-
The slow time evolution of a class of complex systems, which are brought into a far-from‐equilibrium state by the sudden change of an external parameter, e. g. the temperature.
- Complex dynamics:
-
The collective or emergent time dependent properties of interacting multi‐component and multi agent systems.
- Marginal stability :
-
A metastable state is marginally stable if it can be destroyed by slight perturbations.
- Metastability:
-
The ability of a non‐equilibrium system to remain in, or close to, the same state for a certain characteristic time.
- Record:
-
In a time ordered series of random numbers, a record is an entry larger than all preceding entries.
- Scale invariant process:
-
A scale invariant process looks the same under re‐scaling of time and/or space variables.
- Stationary process:
-
A stationary process is time homogeneous, i. e. it is invariant under time translations.
Bibliography
Primary Literature
Anderson P, Jensen HJ, Oliveira LP, Sibani P (2004) Evolution in complex systems. Complexity 10:49–56
Angelani L, Di Leonardo R, Parisi G, Ruocco G (2003) Topological description of the aging dynamics in simple glasses. Phys Rev Lett 87:055502
Bak P (1997) How Nature Works. The science of self‐organized criticality. Oxford University Press, Oxford
Bak P, Tang C, Wiesenfeld K (1987) Self‐organized criticality: An explanation of 1/f noise. Phys Rev Lett 59:381–384
Boettcher S, Percus A (2001) Optimization with extremal dynamics. Phys Rev Lett 86:5211–5214
Bouchaud JP (1992) Weak ergodicity breaking and aging in disordered systems. J Phys I France 2:1705–1713
Bray AJ, Moore MA (1987) Chaotic nature of the spin-glass phase. Phys Rev Lett 58:57–60
Buisson L, Bellon L, Ciliberto S (2003) Intermittency in aging. J Phys Condens Matter 15:S1163
Christensen K, di Collobiano SA, Hall M, Jensen HJ (2002) Tangled Nature: A Model of Evolutionary Ecology. J Theor Biol 216:73–84
Cipelletti L, Manley S, Ball RC, Weitz DA. Universal aging features in the restructuring of fractal colloidal gels. Phys Rev Lett 84:2275–2278
Civale L, Marwick AD, McElfresh MW, Worthington TK, Malozemoff AP, Holtzberg FH, Thompson JR, Kirk MA (1990) Defect independence of the irreversibility line in proton‐irradiated y-ba-cu-o crystals. Phys Rev Lett 65(9):1164–1167
Coppersmith SN, Littlewood PB (1987) Pulse‐duration memory effect and deformable charge‐density waves. Phys Rev B 36:311–317
Cugliandolo LF, Kurchan J, Peliti L (1997) Energy flow, partial equilibration, and effective temperature in systems with slow dynamics. Phys Rev E 55:3898–3914
Davidsen J, Grassberger P, Paczuski M (2007) Networks of recurrent events, a theory of records, and an application to finding causal signatures in seismicity. cond-mat/0701190
Fisher DS, Huse DA (1986) Ordered phase of short-range Ising spin‐glasses. Phys Rev Lett 56:1601–1604
Glick N (1978) Breaking records and breaking boards. Am Math Mon 85:2–26
Goldberg DE (1989) Genetic algorithms in search, optimization and machine learning. Addison-Wesley, Reading
Hall M, Christensen K, di Collabiano SA, Jensen HJ (2002) Time dependent extinction rate and species abundance in the Tangled Nature model of biological evolution. Phys Rev E 66:011904
Hammann J, Bouchaud J-P, Dupuis V, Vincent E (2001) Separation of time and length scales in spin glasses: Temperature as a microscope. Phys Rev B 65:024439
Hoffmann KH, Sibani P (1988) Diffusion in hierarchies. Phys Rev A 38:4261–4270
Hérisson D, Ocio M (2002) Fluctuation‐dissipation ratio of a spin glass in the aging regime. Phys Rev Lett 88:257202
Jensen HJ (1998) Self‐Organized Complex Systems. Cambridge University Press, Cambridge
Jonason K, Vincent E, Hammann J, Bouchaud JP, Nordblad P (1998) Memory and Chaos Effects in Spin Glasses. Phys Rev Lett 81:3243–3246
Jönsson PE, Takayama H, Katori AH, Ito A (2005) Dynamical breakdown of the ising spin-glass order under a magnetic field. Phys Rev B 71:180412(R)
Katzgraber HG, Young AP (2005) Probing the Almeida‐Thouless line away from the mean-field model. Phys Rev B 72:184416
Keller C, Kupfer H, Meier-Hirmer R, Wiech U, Selvamanickam V, Salama K (1990) Irreversible behaviour of oriented grained \( { yba2cu3ox } \). part 2: relaxation phenomena. Cryogenics 30:410–416
Keller C, Kupfer H, Meier-Hirmer R, Wiech U, Selvamanickam V, Salama K (1990) Irreversible behaviour of oriented grained YBa2Cu3Ox. part 1: transport and shielding currents. Cryogenics 30:401–409
Krug J (2007) Records in a changing world. cond-mat/0702136
Lundgren L, Nordblad P, Sandlund L (1986) Memory behaviour of the spin glass relaxation. Europhys Lett 1:529–534
Mossa S, Ruocco G, Sciortino F, Tartaglia PP (2002) Quenches and crunches: does the system explore in ageing the same part of the configuration space explored in equilibrium? Phil Mag B 82:695–705
Nicodemi M, Jensen HJ (2001) Aging and memory phenomena in magnetic and transport properties of vortex matter: a brief review. J Phys A 34:8425
Oliveira LP, Jensen HJ, Nicodemi M, Sibani P (2005) Record dynamics and the observed temperature plateau in the magnetic creep rate of type ii superconductors. Phys Rev B 71:104526
Parisi G (1979) Infinite number of order parameters for spin‐glasses. Phys Rev Lett 43:1754–1756
Parisi G, Marinari E, Ruiz-Lorenzo JJ (1998) On the phase structure of the 3D Edwards-Anderson spin-glass. Phys Rev B 58:14852
Redner S, Petersen MR (2007) Role of global warming on the statistics of record‐breaking temperatures. Phys Rev E 74:061114
Rodriguez GF, Kenning GG, Orbach R (2003) Full Aging in Spin Glasses. Phys Rev Lett 91:037203
Rudin W (1966) Real and complex analysis. McGraw Hill, New York
Schön JC, Putz H, Jansen M (1996) Studying the energy hypersurface of continuous systems–the threshold algorithm. J Phys: Condens Matter 8:143–156
Sibani P (2006) Aging and intermittency in a p-spin model. Phys Rev E 74:031115
Sibani P (2006) Mesoscopic fluctuations and intermittency in aging dynamics. Europhys Lett 73:69–75
Sibani P, Andersen CM (2001) Aging and self‐organized criticality in driven dissipative systems. Phys Rev E 64:021103
Sibani P, Brandt M, Alstrøm P (1998) Evolution and extinction dynamics in rugged fitness landscapes. Int J Modern Phys B 12:361–391
Sibani P, Dall J (2003) Log‐Poisson statistics and pure aging in glassy systems. Europhys Lett 64:8–14
Sibani P, Jensen HJ (2005) Intermittency, aging and extremal fluctuations. Europhys Lett 69:563–569
Sibani P, Littlewood PB (1993) Slow Dynamics from Noise Adaptation. Phys Rev Lett 71:1482–1485
Sibani P, Pedersen A (1999) Evolution dynamics in terraced NK landscapes. Europhys Lett 48:346–352
Sibani P, Rodriguez GF, Kenning GG (2006) Intermittent quakes and record dynamics in the thermoremanent magnetization of a spin-glass. Phys Rev B 74:224407
Sibani P, Schmidt M, Alstrøm P (1995) Fitness optimization and decay of the extinction rate through biological evolution. Phys Rev Lett 75:2055–2058
Sibani P, Schriver P (1994) Phase‐structure and low‐temperature dynamics of short range Ising spin glasses. Phys Rev B 49:6667–6671
Sibani P, Schön C, Salamon P, Andersson J-O (1993) Emergent hierarchical structures in complex system dynamics. Europhys Lett 22:479–485
Stillinger FH, Weber TA (1983) Dynamics of structural transitions in liquids. Phys Rev A 28:2408–2416
Stillinger FH, Weber TA (1984) Packing Structures and Transitions in Liquids and Solids. Science 225:983–989
Struik LCE (1978) Physical aging in amorphous polymers and other materials. Elsevier, New York
Swift MR, Bokil H, Travasso RDM, Bray AJ (2000) Glassy behavior in a ferromagnetic p-spin model. Phys Rev B 62:11494–11498
Takayama H, Hukushima K (2002) Numerical Study on Aging Dynamics in 3D Ising Spin-Glass Model. III. Cumulative Memory and ‘Chaos’ Effects in the Temperature Shift Protocol. J Phys Soc JPN 71:3003–3010
Tang C, Wiesenfeld K, Bak P, Coppersmith S, Littlewood P (1987) Phase Organization. Phys Rev Lett 58:1161–1164
Van Kampen NG (1992) Stochastic Processes in Physics and Chemistry. North Holland, Amsterdam
Vincent E (1991) Slow dynamics in spin glasses and other complex systems. In: Ryan DH (ed) Recent progress in random magnets. McGill University, Montreal, pp 209–246
Vincent E, Hammann J, Ocio M, Bouchaud J-P, Cugliandolo LF (1996) Slow dynamics and aging in spin‐glasses. SPEC-SACLAY-96/048
Books and Reviews
Tinkham M (1998) Introduction to Superconductivity. Krieger, Melbourne
Drossel B (2001) Biological evolution and statistical physics. Adv Phys 50:209–295
Acknowledgments
The authors are indebted to P. Anderson, J. Dall, L. Oliveira and S. Boettcher. P. Sibani did part of thiswork while visiting the Cherry L. Emerson Center for Scientific Computation at Emory University.
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Sibani, P., Jensen, H. (2009). Record Statistics and Dynamics. In: Meyers, R. (eds) Encyclopedia of Complexity and Systems Science. Springer, New York, NY. https://doi.org/10.1007/978-0-387-30440-3_448
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