Abstract
Random matrix theory is used to assess the significance of weak correlations and is well established for Gaussian statistics. However, many complex systems, with stock markets as a prominent example, exhibit statistics with power-law tails, that can be modelled with Lévy stable distributions. Here the derivation of an analytical expression for the spectra of covariance matrices approximated by free Lévy stable random variables is reviewed comprehensively and validated by Monte Carlo simulation.
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References
J. Wishart, Biometrika 20A, 32 (1928)
E.P. Wigner, Ann. Math. 62, 548 (1955)
E.P. Wigner, Ann. Math. 67, 325 (1958)
T. Guhr, A. Müller-Groeling, H.A. Weidenmüller, Phys. Rep. 299, 189 (1998)
P. Forrester, N. Snaith, V. Verbaarschot, J. Phys. A-Math. Gen. 36, R1 (2003)
Applications of Random Matrices in Physics, edited by E. Brézin, V. Kazakov, D. Serban, P. Wiegmann, A. Zabrodin (Springer, Dordrecht, 2006), NATO Science Series II: Mathematics, Physics and Chemistry, Vol. 221
G.J. Foschini, M.J. Gans, Wireless Pers. Commun. 6, 311 (1998)
A.L. Moustakas, S.H. Simon, A.M. Sengupta, Acta Phys. Pol. B 36, 2719 (2005)
E. Bachmat, D. Berend, L. Sapir, S. Skiena, N. Stolyarov, J. Phys. A-Math. Gen. 39, L453 (2006)
J. Steffen, J. Air Transp. Manag. 14, 146 (2008)
M. Mehta, Random Matrices, 3rd edn. (Elsevier, Amsterdam, 2004)
A. Edelman, Acta Numer. 14, 233 (2005)
L. Laloux, P. Cizeau, J.P. Bouchaud, M. Potters, Phys. Rev. Lett. 83, 1467 (1999)
V. Plerou, P. Gopikrishnan, B. Rosenow, L.A.N. Amaral, H.E. Stanley, Phys. Rev. Lett. 83, 1471 (1999)
J.P. Bouchaud, M. Potters, Theory of Financial Risk and Derivative Pricing (Cambridge University Press, Cambridge, 2000)
J.P. Bouchaud, Y. Gefen, M. Potters, M. Wyart, Quant. Finance 4, 176 (2004)
G. Biroli, J.P. Bouchaud, M. Potters, Europhys. Lett. 78, 10001 (2007)
G. Biroli, J.P. Bouchaud, M. Potters, J. Stat. Mech.-Theory E. 2007, P07019 (2007)
P. Vivo, S.N. Majumdar, O. Bohigas, J. Phys. A-Math. Theor. 40, 4317 (2007)
V. Tola, F. Lillo, M. Gallegati, R.N. Mantegna, J. Econ. Dyn. Control 32, 235 (2008)
J. Daly, M. Crane, H.J. Crane, Physica A 387, 4248 (2008)
H.M. Markowitz, J. Finance 7, 77 (1952)
W.F. Sharpe, J. Finance 19, 425 (1964)
J.P. Bouchaud, L. Laloux, M.A. Miceli, M. Potters, Eur. Phys. J. B 55, 201 (2007)
P. Ormerod, Economics E-Journal 2, 26 (2008)
The Math Behind Numb3rs, http://numb3rs.wolfram.com
R. Durrett, Numb3rs Math Activities, Episode 2.07: Convergence, http://www.math.cornell.edu/~numb3rs/whieldon/num207.html
V.A. Marčenko, L.A. Pastur, Math. USSR-Sb. 1, 457 (1967)
A. Edelman, SIAM J. Matrix Anal. Appl. 9, 543 (1988)
Z.D. Bai, Statist. Sci. 9, 611 (1999)
A. Clauset, C.R. Shalizi, M.E.J. Newman, Power-law distributions in empirical data (2009), arXiv:0706.1062v2
Z. Burda, A.T. Görlich, B. Wacław, Phys. Rev. E 74, 041129 (2006)
G. Biroli, J.P. Bouchaud, M. Potters, Acta Phys. Pol. B 38, 4009 (2007)
G. Akemann, P. Vivo, J. Stat. Mech.-Theory E. 2008, P09002 (2008)
A.Y. Abul-Magd, G. Akemann, P. Vivo, J. Phys. A-Math. Theor. 42, 175207 (2009)
P. Cizeau, J.P. Bouchaud, Phys. Rev. E 50, 1810 (1994)
Z. Burda, J. Jurkiewicz, M.A. Nowak, G. Papp, I. Zahed, Physica A 299, 181 (2001)
Z. Burda, R.A. Janik, J. Jurkiewicz, M.A. Nowak, G. Papp, I. Zahed, Phys. Rev. E 65, 021106 (2002)
Z. Burda, J. Jurkiewicz, M.A. Nowak, G. Papp, I. Zahed, Acta Phys. Pol. B 34, 4747 (2003)
Z. Burda, A. Goerlich, A. Jarosz, J. Jurkiewicz, Physica A 343, 295 (2004)
Z. Burda, J. Jurkiewicz, M. Nowak, G. Papp, I. Zahed, Physica A 343, 694 (2004)
Z. Burda, J. Jurkiewicz, Physica A 344, 67 (2004)
Z. Burda, J. Jurkiewicz, B. Wacław, Phys. Rev. E 71, 026111 (2005)
Z. Burda, A. Jarosz, J. Jurkiewicz, M.A. Nowak, G. Papp, I. Zahed, Applying free random variables to random matrix analysis of financial data (2006), arXiv:physics/0603024
Z. Burda, J. Jurkiewicz, M.A. Nowak, G. Papp, I. Zahed, Phys. Rev. E 75, 051126 (2007)
A. Nica, R. Speicher, Lectures on the Combinatorics of free Probability (Cambridge University Press, Cambridge, 2006)
L. Debnath, P. Mikusinski, Introduction to Hilbert Spaces with Applications, 3rd edn. (Academic Press, San Diego, 2005)
A.N. Kolmogorov, Grundbegriffe der Wahrscheinlichkeitsrechnung (Springer, Berlin, 1933)
O.E. Barndorff-Nielsen, S. Thorbjørnsen, P. Natl. Acad. Sci. USA 99, 16568 (2002)
D. Voiculescu, J. Funct. Anal. 66, 323 (1986)
H. Bercovici, D. Voiculescu, Indiana Univ. Math. J. 42, 733 (1993)
R.A. Janik, M.A. Nowak, G. Papp, I. Zahed, Acta Phys. Pol. B 28, 2949 (1997)
H. Bercovici, V. Pata, Ann. Math. 149, 1023 (1999)
R. Speicher, Publ. Res. Inst. Math. Sci. 29, 731 (1993)
L.A. Pastur, V. Vasilchuk, Commun. Math. Phys. 214, 249 (2000)
J.M. Chambers, C.L. Mallows, B.W. Stuck, J. Amer. Statist. Assoc. 71, 340 (1976)
J.H. McCulloch, stabrnd.m: Stable random number generator (1996), Matlab script, http://www.econ.ohio-state.edu/jhm/jhm.html
G.E.P. Box, M.E. Muller, Ann. Math. Stat. 29, 610 (1958)
P. Diaconis, M. Shahshahami, Probab. Eng. Inform. Sc. 1, 15 (1987)
D. Voiculescu, Invent. Math. 104, 201 (1991)
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Politi, M., Scalas, E., Fulger, D. et al. Spectral densities of Wishart-Lévy free stable random matrices. Eur. Phys. J. B 73, 13–22 (2010). https://doi.org/10.1140/epjb/e2009-00360-7
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DOI: https://doi.org/10.1140/epjb/e2009-00360-7