Artículo

Rosso, O.A.; Carpi, L.C.; Saco, P.M.; Gómez Ravetti, M.; Plastino, A.; Larrondo, H.A. "Causality and the entropy-complexity plane: Robustness and missing ordinal patterns" (2012) Physica A: Statistical Mechanics and its Applications. 391(1-2):42-55
El editor solo permite decargar el artículo en su versión post-print desde el repositorio. Por favor, si usted posee dicha versión, enviela a
Consulte el artículo en la página del editor
Consulte la política de Acceso Abierto del editor

Abstract:

We deal here with the issue of determinism versus randomness in time series. One wishes to identify their relative weights in a given time series. Two different tools have been advanced in the literature to such effect, namely, (i) the "causal" entropycomplexity plane [O.A. Rosso, H.A. Larrondo, M.T. Martín, A. Plastino, M.A. Fuentes, Distinguishing noise from chaos, Phys. Rev. Lett. 99 (2007) 154102] and (ii) the estimation of the decay rate of missing ordinal patterns [J.M. Amigó, S. Zambrano, M.A.F. Sanjuán, True and false forbidden patterns in deterministic and random dynamics, Europhys. Lett. 79 (2007) 50001; L.C. Carpi, P.M. Saco, O.A. Rosso, Missing ordinal patterns in correlated noises. Physica A 389 (2010) 20202029]. In this work we extend the use of these techniques to address the analysis of deterministic finite time series contaminated with additive noises of different degree of correlation. The chaotic series studied here was via the logistic map (r=4) to which we added correlated noise (colored noise with f-k Power Spectrum, 0≤k≤2) of varying amplitudes. In such a fashion important insights pertaining to the deterministic component of the original time series can be gained. We find that in the entropycomplexity plane this goal can be achieved without additional computations. © 2011 Elsevier B.V. All rights reserved.

Registro:

Documento: Artículo
Título:Causality and the entropy-complexity plane: Robustness and missing ordinal patterns
Autor:Rosso, O.A.; Carpi, L.C.; Saco, P.M.; Gómez Ravetti, M.; Plastino, A.; Larrondo, H.A.
Filiación:Departamento de Física, Instituto de Ciências Exatas, Universidade Federal de Minas Gerais, Av. Antnio Carlos, 6627, 31270-901 Belo Horizonte MG, Brazil
Chaos and Biology Group, Instituto de Cálculo, Ciudad Universitaria, 1428 Ciudad Autónoma de Buenos Aires, Argentina
Civil, Surveying and Environmental Engineering, University of Newcastle, University Drive, Callaghan, NSW 2308, Australia
Departamento de Engenharia de Produo, Universidade Federal de Minas Gerais, Av. Antnio Carlos, 6627, Belo Horizonte, 31270-901 Belo Horizonte MG, Brazil
Instituto de Física, IFLP-CCT, Universidad Nacional de la Plata (UNLP), C.C. 727, 1900 La Plata, Argentina
Facultad de Ingeniería, Universidad Nacional de Mar Del Plata, Av. J.B. Justo 4302, 7600 Mar del Plata, Argentina
CONICET, Argentina
Palabras clave:Chaos; Entropycomplexity; Missing ordinal patterns; Noise; Time series analysis; Chaotic series; Colored noise; Correlated noise; Decay rate; Degree of correlations; Deterministic component; Entropycomplexity; Finite time; Forbidden pattern; Logistic maps; Noise; Ordinal pattern; Random dynamics; Relative weights; Decay (organic); Time series; White noise; Time series analysis
Año:2012
Volumen:391
Número:1-2
Página de inicio:42
Página de fin:55
DOI: http://dx.doi.org/10.1016/j.physa.2011.07.030
Título revista:Physica A: Statistical Mechanics and its Applications
Título revista abreviado:Phys A Stat Mech Appl
ISSN:03784371
CODEN:PHYAD
Registro:https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_03784371_v391_n1-2_p42_Rosso

Referencias:

  • Kantz, H., Scheiber, T., (2002) Nonlinear Time Series Analysis, , Cambridge University Press Cambridge, UK
  • Abarbanel, H.D.I., (1996) Analysis of Observed Chaotic Data, , Springer-Verlag New York, USA
  • Kolmogorov, A.N., A new metric invariant for transitive dynamical systems and automorphisms in Lebesgue spaces (1959) Dokl. Akad. Nauk. USSR, 119, pp. 861-864
  • Sinai, Y.G., On the concept of entropy for a dynamical system (1959) Dokl. Akad. Nauk. USSR, 124, pp. 768-771
  • Osborne, A.R., Provenzale, A., Finite correlation dimension for stochastic systems with power-law spectra (1989) Physica D, 35, pp. 357-381
  • Grassberger, P., Procaccia, I., Measuring the strangeness of strange attractors (1983) Physica D, 9, pp. 189-208
  • Sugihara, G., May, R.M., Nonlinear forecasting as a way of distinguishing chaos from measurement error in time series (1983) Nature, 344, pp. 734-741
  • Kaplan, D.T., Glass, L., Direct test for determinism in a time series (1992) Phys. Rev. Lett., 68, pp. 427-430
  • Kaplan, D.T., Glass, L., Coarse-grained embeddings of time series: Random walks, Gaussian random processes, and deterministic chaos (1993) Physica D, 64, pp. 431-454
  • Kantz, H., Olbrich, E., Coarse grained dynamical entropies: Investigation of high-entropic dynamical systems (2000) Physica A, 280, pp. 34-48
  • Cencini, M., Falcioni, M., Olbrich, E., Kantz, H., Vulpiani, A., Chaos or noise: Difficulties of a distinction (2000) Physica A, 280, pp. 34-48
  • Rosso, O.A., Larrondo, H.A., Martín, M.T., Plastino, A., Fuentes, M.A., Distinguishing noise from chaos (2007) Phys. Rev. Lett., 99, p. 154102
  • Bandt, C., Pompe, B., Permutation entropy: A natural complexity measure for time series (2002) Phys. Rev. Lett., 88, p. 174102
  • Amigo, J.M., Kocarev, L., Szczepanski, J., Order patterns and chaos (2006) Physics Letters, Section A: General, Atomic and Solid State Physics, 355 (1), pp. 27-31. , DOI 10.1016/j.physleta.2006.01.093, PII S0375960106002301
  • Amigó, J.M., Zambrano, S., Sanjuán, M.A.F., True and false forbidden patterns in deterministic and random dynamics (2007) Europhys. Lett., 79, p. 50001
  • Amigó, J.M., Zambrano, S., Sanjuán, M.A.F., Combinatorial detection of determinism in noisy time series (2008) Europhys. Lett., 83, p. 60005
  • Amigó, J.M., (2010) Permutation Complexity in Dynamical Systems, , Springer-Verlag Berlin, Germany
  • Carpi, L.C., Saco, P.M., Rosso, O.A., Missing ordinal patterns in correlated noises (2010) Physica A, 389, pp. 2020-2029
  • Zanin, M., Forbidden patterns in financial time series (2008) Chaos, 18, p. 013119
  • Zunino, L., Zanin, M., Tabak, B.M., Pérez, D., Rosso, O.A., Forbidden patterns, permutation entropy and stock market inefficiency (2009) Physica A, 388, pp. 2854-2864
  • Ouyang, G., Li, X., Dang, C., Richards, D.A., Deterministic dynamics of neural activity during absence seizures in rats (2009) Phys. Rev. e, 79, p. 041146
  • Shannon, C., Weaver, W., (1949) The Mathematical Theory of Communication University of Illinois Press, , Champaign IL
  • Feldman, D.P., Crutchfield, J.P., Measures of statistical complexity: Why? (1998) Physics Letters, Section A: General, Atomic and Solid State Physics, 238 (4-5), pp. 244-252. , PII S0375960197008554
  • Feldman, D.P., McTague, C.S., Crutchfield, J.P., The organization of intrinsic computation: Complexity-entropy diagrams and the diversity of natural information processing (2008) Chaos, 18, p. 043106
  • Lamberti, P.W., Martín, M.T., Plastino, A., Rosso, O.A., Intensive entropic nontriviality measure (2004) Physica A, 334, pp. 119-131
  • López-Ruiz, R., Mancini, H.L., Calbet, X., A statistical measure of complexity (1995) Phys. Lett. A, 209, pp. 321-326
  • Grosse, I., Bernaola-Galván, P., Carpena, P., Román-Roldán, R., Oliver, J., Stanley, H.E., Analysis of symbolic sequences using the JensenShannon divergence (2002) Phys. Rev. e, 65, p. 041905
  • Plastino, A.R., Plastino, A., Symmetries of the FokkerPlank equation and FisherFrieden arrow of time (1996) Phys. Rev. e, 54, pp. 4423-4426
  • Martín, M.T., Plastino, A., Rosso, O.A., Generalized statistical complexity measures: Geometrical and analytical properties (2006) Physica A, 369 (439), pp. 439-462
  • Rosso, O.A., Masoller, C., Detecting and quantifying stochastic and coherence resonances via Information Theory complexity measurements (2009) Phys. Rev. e, 79, pp. 040106R
  • Rosso, O.A., De Micco, L., Larrondo, H., Martín, M.T., Plastino, A., Generalized statistical complexity measure (2010) Int. J. Bifurcation Chaos, 20, pp. 775-785
  • Zunino, L., Zanin, M., Tabak, B.M., Pérez, D.G., Rosso, O.A., Complexity-entropy causality plane: A useful approach to quantify the stock market inefficiency (2010) Physica A, 389, pp. 1891-1901
  • Zunino, L., Commodity Predictability Analysis with A Permutation Information Theory Approach
  • Rosso, O.A., Craig, H., Moscato, P., Shakespeare and other English renaissance authors as characterized by Information Theory complexity quantifiers (2009) Physica A, 388, pp. 916-926
  • De Micco, L., González, C.M., Larrondo, H.A., Martín, M.T., Plastino, A., Rosso, O.A., Randomizing nonlinear maps via symbolic dynamics (2008) Physica A, 87, pp. 3373-3383
  • Mischaikow, K., Mrozek, M., Reiss, J., Szymczak, A., Construction of symbolic dynamics from experimental time series (1999) Phys. Rev. Lett., 82, pp. 1114-1147
  • Powell, G.E., Percival, I.C., A spectral entropy method for distinguishing regular and irregular motion of Hamiltonian systems (1979) J. Phys. A: Math. Gen., 12, pp. 2053-2071
  • Rosso, O.A., Blanco, S., Yordanova, J., Kolev, V., Figliola, A., Schurmann, M., Ba ar, E., Wavelet entropy: A new tool for analysis of short duration brain electrical signals (2001) Journal of Neuroscience Methods, 105 (1), pp. 65-75. , DOI 10.1016/S0165-0270(00)00356-3, PII S0165027000003563
  • Finn, J.M., Goettee, J.D., Toroczkai, Z., Anghel, M., Wood, B.P., Estimation of entropies and dimensions by nonlinear symbolic time series analysis (2003) Chaos, 13 (444), pp. 444-457
  • Bollt, E.M., Stanford, T., Lai, Y.C., Zyczkowski, K., Validity of threshold-crossing analysis of symbolic dynamics from chaotic time series (2000) Phys. Rev. Lett., 85, pp. 3524-3527
  • Daw, C.S., Finney, C.E.A., Tracy, E.R., A review of symbolic analysis of experimental data (2003) Rev. Sci. Instrum., 74, pp. 915-931
  • Keller, K., Sinn, M., Ordinal analysis of time series (2005) Physica A: Statistical Mechanics and its Applications, 356 (1), pp. 114-120. , DOI 10.1016/j.physa.2005.05.022, PII S0378437105004644, Nonequilibrium Statistical Mechanics and Nonlinear Physics (MEDYFINOL'04)
  • Saco, P.M., Carpi, L.C., Figliola, A., Serrano, E., Rosso, O.A., Entropy analysis of the dynamics of El Nio/southern oscillation during the holocene (2010) Physica A, 389, pp. 5022-5027
  • Bandt, C., Shisha, F., Order patterns in time series (2007) J. Time Ser. Anal., 28, pp. 646-665
  • Wold, H., A study in the analysis of stationary time series (1938) Almqvist and Wiksell, , Upsala Sweden
  • Kurths, J., Herzel, H., An attractor in a solar time series (1987) Physica D, 25, pp. 165-172
  • Cambanis, S., Hardin, C.D., Weron, A., Innovations and Wold decompositions of stable sequences (1988) Probab. Theory Relat. Fields, 79, pp. 1-27
  • Sprott, J.C., (2004) Chaos and Time Series Analysis, , Oxford University Press Oxford
  • Matsumoto, M., Nishimura, T., Mersenne twister: A 623-dimensionally uniform pseudo-random number generator (1998) ACM Trans. Model. Comput. Simul., 8, pp. 3-30

Citas:

---------- APA ----------
Rosso, O.A., Carpi, L.C., Saco, P.M., Gómez Ravetti, M., Plastino, A. & Larrondo, H.A. (2012) . Causality and the entropy-complexity plane: Robustness and missing ordinal patterns. Physica A: Statistical Mechanics and its Applications, 391(1-2), 42-55.
http://dx.doi.org/10.1016/j.physa.2011.07.030
---------- CHICAGO ----------
Rosso, O.A., Carpi, L.C., Saco, P.M., Gómez Ravetti, M., Plastino, A., Larrondo, H.A. "Causality and the entropy-complexity plane: Robustness and missing ordinal patterns" . Physica A: Statistical Mechanics and its Applications 391, no. 1-2 (2012) : 42-55.
http://dx.doi.org/10.1016/j.physa.2011.07.030
---------- MLA ----------
Rosso, O.A., Carpi, L.C., Saco, P.M., Gómez Ravetti, M., Plastino, A., Larrondo, H.A. "Causality and the entropy-complexity plane: Robustness and missing ordinal patterns" . Physica A: Statistical Mechanics and its Applications, vol. 391, no. 1-2, 2012, pp. 42-55.
http://dx.doi.org/10.1016/j.physa.2011.07.030
---------- VANCOUVER ----------
Rosso, O.A., Carpi, L.C., Saco, P.M., Gómez Ravetti, M., Plastino, A., Larrondo, H.A. Causality and the entropy-complexity plane: Robustness and missing ordinal patterns. Phys A Stat Mech Appl. 2012;391(1-2):42-55.
http://dx.doi.org/10.1016/j.physa.2011.07.030