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Statistical outliers and dragon-kings as Bose-condensed droplets

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Abstract

A theory of exceptional extreme events, characterized by their abnormal sizes compared with the rest of the distribution, is presented. Such outliers, called “dragon-kings”, have been reported in the distribution of financial drawdowns, city-size distributions (e.g., Paris in France and London in the UK), in material failure, epileptic seizure intensities, and other systems. Within our theory, the large outliers are interpreted as droplets of Bose-Einstein condensate: the appearance of outliers is a natural consequence of the occurrence of Bose-Einstein condensation controlled by the relative degree of attraction, or utility, of the largest entities. For large populations, Zipf’s law is recovered (except for the dragon-king outliers). The theory thus provides a parsimonious description of the possible coexistence of a power law distribution of event sizes (Zipf’s law) and dragon-king outliers.

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References

  1. F.E. Grubbs, Technometrics 11, 1 (1969)

    Article  Google Scholar 

  2. V. Barnett, T. Lewis, Outliers in Statistical Data (Wiley, New York, 1994)

  3. P. Rousseeuw, A. Leroy, Robust Regression and Outlier Detection (Wiley, New York, 1996)

  4. V. Pareto, Cours d’Économie Politique (Droz, Geneva, 1896)

  5. J.B. Estoup, Gammes Stenographiques (Institut Stenographique de France, Paris, 1916)

  6. J.C. Willis, Age and Area (Cambridge University, Cambridge, 1922)

  7. G.U. Yule, Statistical Study of Literary Vocabulary (Cambridge Univesrity, Cambridge, 1944)

  8. G.K. Zipf, Human Behavior and the Principle of Least Effort (Addison-Wesley, New York, 1949)

  9. B.B. Mandelbrot, Compt. Rend. 232, 1638 (1951)

    MathSciNet  MATH  Google Scholar 

  10. B.B. Mandelbrot, Compt. Rend. 232, 2003 (1951)

    MathSciNet  MATH  Google Scholar 

  11. G.A. Milller, Annu. Rev. Psychol. 5, 401 (1954)

    Article  Google Scholar 

  12. L. Egghe, R. Rousseau, Introduction to Informetrics: Quantitative Methods in Library, Documentation and Information Science (Elsevier, Amsterdam, 1990)

  13. J. Nicolis, Chaos and Information Processing: A Heuristic Outline (World Scientific, Singapore, 1991)

  14. A. Miller, The Science of Words (Freeman, New York, 1991)

  15. H.A. Simon, Biometrika 42, 425 (1995)

    Google Scholar 

  16. P. Krugman, The Self-Organizing Economy (Blackwell, Cambridge, 1996)

  17. D. Sornette, L. Knopoff, Y.Y. Kagan, C. Vanneste, J. Geophys. Res. 101, 13883 (1996)

    Article  ADS  Google Scholar 

  18. B.B. Mandelbrot, Fractals and Scaling in Finance: Discontinuity, Concentration, Risk (Springer, Berlin, 1997)

  19. D. Sornette, D. Zajdenweber, Eur. Phys. J. B 8, 653 (1998)

    Article  ADS  Google Scholar 

  20. J.P. Bouchaud, D. Sornette, C. Walter, J.P. Aguilar, Int. J. Theor. Appl. Finance 1, 25 (1998)

    Article  MATH  Google Scholar 

  21. M.A. Nowak, J. Theor. Biol. 204, 179 (2000)

    Article  Google Scholar 

  22. A. Johansen, D. Sornette, Physica A 276, 338 (2000)

    Article  MathSciNet  ADS  Google Scholar 

  23. P. Harremoees, F. Topsoe, Entropy 3, 227 (2001)

    Article  MathSciNet  Google Scholar 

  24. J. Camacho, R.V. Sole, Eur. Phys. Lett. 55, 774 (2001)

    Article  ADS  Google Scholar 

  25. W. Li, Y. Yang, J. Theor. Biol. 219, 539 (2002)

    Article  Google Scholar 

  26. D. Sornette, Why Stock Markets Crash (Princeton University, Princeton, 2003)

  27. J. Eeckhout, Am. Econom. Rev. 94, 1429 (2004)

    Article  Google Scholar 

  28. R. Suzuki, J.R. Buck, P.L. Tyacks, Animal Behav. 69, 9 (2005)

    Article  Google Scholar 

  29. C. Anderson, Long Tail. Why the Future of Business is Selling Less of More (Hyperion, New York, 2006)

  30. A. Clauset, C.R. Shalazi, M.E. Newman, SIAM Rev. 51, 661 (2009)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  31. M. Levy, Am. Econom. Rev. 99, 1672 (2009)

    Article  Google Scholar 

  32. A. Saichev, Y. Malevergne, D. Sornette, Theory of Zipf’s Law and Beyond (Springer, Berlin, 2009)

  33. World Gazetteer Database (2010)

  34. D. Sornette, Int. J. Terraspace Sci. Eng. 2, 1 (2009)

    Google Scholar 

  35. N.N. Taleb, The Black Swan (Penguin, Harlow, 2010)

  36. J.I. Frenkel, Kinetic Theory of Liquids (Clarendon, Oxford, 1946)

  37. D. ter Haar, Elements of Statistical Mechanics (Rinehart, New York, 1954)

  38. M.E. Fisher, Nature of Critical Points (Colorado University, Boulder, 1965)

  39. M.E. Fisher, Rep. Prog. Phys. 30, 615 (1967)

    Article  ADS  Google Scholar 

  40. K. Binder, D. Stauffer, Adv. Phys. 25, 343 (1976)

    Article  ADS  Google Scholar 

  41. V.I. Yukalov, Phys. Rep. 208, 395 (1991)

    Article  ADS  Google Scholar 

  42. P. Bialas, Z. Burda, D. Johnston, Nucl. Phys. B 542, 413 (1999)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  43. V.I. Yukalov, E.P. Yukalova, Physica A 243, 382 (1997)

    Article  ADS  Google Scholar 

  44. V.I. Yukalov, E.P. Yukalova, Phys. Part. Nucl. 28, 37 (1997)

    Article  Google Scholar 

  45. M. Marsili, Y.C. Zhang, Phys. Rev. Lett. 80, 2741 (1998)

    Article  ADS  Google Scholar 

  46. J.O. Andersen, Rev. Mod. Phys. 76, 599 (2004)

    Article  ADS  MATH  Google Scholar 

  47. V.I. Yukalov, Laser Phys. Lett. 1, 435 (2004)

    Article  ADS  Google Scholar 

  48. V.I. Yukalov, D. Girardeau, Laser Phys. Lett. 2, 375 (2005)

    Article  ADS  Google Scholar 

  49. A. Posazhennikova, Rev. Mod. Phys. 78, 1111 (2006)

    Article  ADS  Google Scholar 

  50. V.I. Yukalov, Laser Phys. Lett. 4, 632 (2007)

    Article  ADS  Google Scholar 

  51. N.P. Proukakis, B. Jackson, J. Phys. B 41, 203002 (2008)

    Article  ADS  Google Scholar 

  52. V.I. Yukalov, Laser Phys. 19, 1 (2009)

    Article  ADS  Google Scholar 

  53. V.I. Yukalov, Phys. Part. Nucl. 42, 460 (2011)

    Article  Google Scholar 

  54. H. Frohlich, Int. J. Quant. Chem. 2, 641 (1968)

    Article  ADS  Google Scholar 

  55. J. Pascual-Leone, Acta Psychol. 32, 301 (1970)

    Article  Google Scholar 

  56. V. Weiss, H. Weiss, Chaos Solit. Fract. 18, 643 (2003)

    Article  ADS  MATH  Google Scholar 

  57. M.R. Evans, T. Hanney, J. Phys. A 38, 195 (2005)

    Article  MathSciNet  ADS  Google Scholar 

  58. J.P. Bouchaud, M. Mezard, Physica A 282, 536 (2000)

    Article  ADS  Google Scholar 

  59. G. Bianconi, A.L. Barabasi, Phys. Rev. Lett. 86, 5632 (2001)

    Article  ADS  Google Scholar 

  60. G. Bianconi, L. Ferretti, S. Franz, Eur. Phys. Lett. 87, 28001 (2009)

    Article  ADS  Google Scholar 

  61. W. Weidlich, Phys. Rep. 204, 1 (1991)

    Article  MathSciNet  ADS  Google Scholar 

  62. B.F. Manly, Heredity 36, 229 (1976)

    Article  Google Scholar 

  63. R.H. Crozier, P. Pamilo, Austral. J. Biol. Sci. 32, 469 (1979)

    Google Scholar 

  64. I.S. Novella, E.A. Duarte, S.F. Elena, A. Moya, E. Domingo, J.J. Holland, Proc. Natl. Acad. Sci. USA 92, 5841 (1995)

    Article  ADS  Google Scholar 

  65. D.A. Russell, Geol. Soc. Am. 307, 381 (1996)

    Google Scholar 

  66. A. Arias, E. Lazaro, C. Escarmis, E. Domingo, J. Gen. Virol. 82, 1049 (2001)

    Google Scholar 

  67. G. Palyi, C. Zucchi, L. Caglioty (eds.), Progress in Biological Chirality (Elsevier, Amsterdam, 2004)

  68. M.C. Cowperthwaite, J.J. Bull, L.A. Meyers, Genetics 170, 1449 (2005)

    Article  Google Scholar 

  69. S. Bershtein, M. Segal, R. Bekerman, N. Tokuriki, D.S. Tawlih, Nature 444, 929 (2006)

    Article  ADS  Google Scholar 

  70. G. Martin, T. Lenormand, Genetics 179, 907 (2008)

    Article  Google Scholar 

  71. D.B. Saakian, A.S. Martirosyan, C.K. Hu, Phys. Rev. E 81, 061913 (2010)

    Article  ADS  Google Scholar 

  72. L.M.A. Bettencourt, J. Lobo, D. Helbing, C. Kühnert, G.B. West, Proc. Natl. Acad. Sci. USA 104, 7301 (2007)

    Article  ADS  Google Scholar 

  73. B. O’Flaherty, City Economics (Harvard University, Cambridge, 2005)

  74. P. Weirich, Decision Space (Cambridge University, Cambridge, 2000)

  75. C. Gollier, Economics of Risk and Time (MIT, Cambridge, 2001)

  76. V.I. Yukalov, E.P. Yukalova, V.S. Bagnato, Laser Phys. 19, 686 (2009)

    Article  ADS  Google Scholar 

  77. V.I. Yukalov, Coherence phenomena, in Encyclopedia of Nonlinear Science, edited by A. Scott (Routledge, New York, 2005), p. 144

  78. L. Gil, D. Sornette, Phys. Rev. Lett. 76, 3991 (1996)

    Article  ADS  Google Scholar 

  79. I. Osorio, M.G. Frei, D. Sornette, J. Milton, Y.C. Lai, Phys. Rev. E 82, 021919 (2010)

    Article  MathSciNet  ADS  Google Scholar 

  80. D. Sornette, I. Osorio, “Prediction”, in: Epilepsy: The Intersection of Neurosciences, Biology, Mathematics, Physics and Engineering, edited by. I. Osorio, H.P. Zaveri, M.G. Frei, S. Arthurs (Taylor and Francis, London, 2010), p. 203

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Yukalov, V.I., Sornette, D. Statistical outliers and dragon-kings as Bose-condensed droplets. Eur. Phys. J. Spec. Top. 205, 53–64 (2012). https://doi.org/10.1140/epjst/e2012-01561-y

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