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Physics of risk and uncertainty in quantum decision making

  • Topical issue on The Physics Approach to Risk: Agent-Based Models and Networks
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Abstract

The Quantum Decision Theory, developed recently by the authors, is applied to clarify the role of risk and uncertainty in decision making and in particular in relation to the phenomenon of dynamic inconsistency. By formulating this notion in precise mathematical terms, we distinguish three types of inconsistency: time inconsistency, planning paradox, and inconsistency occurring in some discounting effects. While time inconsistency is well accounted for in classical decision theory, the planning paradox is in contradiction with classical utility theory. It finds a natural explanation in the frame of the Quantum Decision Theory. Different types of discounting effects are analyzed and shown to enjoy a straightforward explanation within the suggested theory. We also introduce a general methodology based on self-similar approximation theory for deriving the evolution equations for the probabilities of future prospects. This provides a novel classification of possible discount factors, which include the previously known cases (exponential or hyperbolic discounting), but also predicts a novel class of discount factors that decay to a strictly positive constant for very large future time horizons. This class may be useful to deal with very long-term discounting situations associated with intergenerational public policy choices, encompassing issues such as global warming and nuclear waste disposal.

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References

  1. D. Bernoulli, Papers Imperial Acad. Sci. Petersburg 5, 175 (1738); D. Bernoulli, reprinted in Econometrica 22, 23 (1954)

    Google Scholar 

  2. J. von Neumann, O. Morgenstern, Theory of Games and Economic Behavior (Princeton University, Princeton, 1944)

    MATH  Google Scholar 

  3. L. Savage, The Foundations of Statistics (Wiley, New York, 1954)

    MATH  Google Scholar 

  4. J.W. Pratt, Econometrica 32, 122 (1964)

    Article  MATH  Google Scholar 

  5. K.J. Arrow, Aspects of the Theory of Risk Bearing (Hahnsson Foundation, Helsinki, 1965)

    Google Scholar 

  6. C. Gollier, The Economics of Risk and Time (Massachusetts Institute of Technology, Cambridge, 2001)

    MATH  Google Scholar 

  7. Y. Malevergne, D. Sornette, Extreme Financial Risks (Springer, Berlin, 2006)

    MATH  Google Scholar 

  8. A.J. McNeil, R. Frey, P. Embrechts, Quantitative Risk Management: Concepts, Techniques, and Tools (Princeton University, New Jersey, 2006)

    Google Scholar 

  9. M. Allais, Econometrica 21, 503 (1953)

    Article  MATH  MathSciNet  Google Scholar 

  10. D. Ellsberg, Quart. J. Econ. 75, 643 (1961)

    Article  Google Scholar 

  11. D. Kahneman, A. Tversky, Econometrica 47, 263 (1979)

    Article  MATH  Google Scholar 

  12. A. Tversky, D. Kahneman, Psychol. Rev. 90, 293 (1983)

    Article  Google Scholar 

  13. E.B. Shafir, E.E. Smith, D.N. Osherson, Memory Cogn. 18, 229 (1990)

    Google Scholar 

  14. A. Tversky, E. Shafir, Psychol. Sci. 3, 305 (1992)

    Article  Google Scholar 

  15. M. Rabin, Econometrica 68, 1281 (2000)

    Article  Google Scholar 

  16. V.I. Yukalov, D. Sornette, e-print arXiv.org.0802.3597 (2008)

  17. V.I. Yukalov, D. Sornette, e-print ssrn.com/abstract=1263853 (2008)

  18. A. Tversky, D. Kahneman, J. Risk Uncert. 5, 297 (1992)

    Article  MATH  Google Scholar 

  19. M.J. Machina, Science 236, 537 (1987)

    Article  MathSciNet  ADS  Google Scholar 

  20. M.J. Machina, The Economics of Risk, edited by D. Mayer (Upjohn Institute, Michigan, 2003), pp. 15–49

    Google Scholar 

  21. M.J. Machina, The New Palgrave Dictionary of Economics, edited by S.N. Durlauf, L.E. Blume (Macmillan, New York, 2008)

    Google Scholar 

  22. Z. Safra, U. Segal, Econometrica 76, 1143 (2008)

    Article  MATH  MathSciNet  Google Scholar 

  23. H.A. Simon, Quart. J. Econ. 69, 99 (1955)

    Article  Google Scholar 

  24. P.W. Glimcher, A. Rustichini, Science 306, 447 (2004)

    Article  ADS  Google Scholar 

  25. P.J. Zak, Phil. Trans. Roy. Soc. London B 359, 1737 (2004)

    Article  Google Scholar 

  26. C.F. Camerer, G. Loewenstein, D. Prelec, Scand. J. Econ. 106, 555 (2004)

    Article  Google Scholar 

  27. G. Loewenstein, S. Rick, J. Cohen, Ann. Rev. Psychol. 59, 647 (2008)

    Article  Google Scholar 

  28. V.I. Yukalov, D. Sornette, Phys. Lett. A 372, 6867 (2008)

    Article  MathSciNet  ADS  Google Scholar 

  29. J. von Neumann, Mathematical Foundations of Quantum Mechanics (Princeton University, Princeton, 1955)

    MATH  Google Scholar 

  30. P.A. Benioff, J. Math. Phys. 13, 908 (1972)

    Article  MathSciNet  ADS  Google Scholar 

  31. A.S. Holevo, J. Multivar. Anal. 3, 337 (1973)

    Article  MATH  MathSciNet  Google Scholar 

  32. P.A.M. Dirac, The Principles of Quantum Mechanics (Clarendon, Oxford, 1958)

    MATH  Google Scholar 

  33. D. Deutsch, Proc. Roy. Soc. London A 455, 3129 (1999)

    Article  MATH  MathSciNet  ADS  Google Scholar 

  34. D. Wallace, e-print arXiv:quant-ph/0211104 (2002)

  35. D. Wallace, Stud. Hist. Philos. Mod. Phys. 33, 637 (2002)

    Article  MathSciNet  Google Scholar 

  36. D. Wallce, Stud. Hist. Philos. Mod. Phys. 34, 415 (2003)

    Article  Google Scholar 

  37. H. Everett, Rev. Mod. Phys. 29, 454 (1957)

    Article  MathSciNet  ADS  Google Scholar 

  38. P.J. Lewis, e-print philsci-archive/2716 (2006)

  39. D.A. Meyer, Phys. Rev. Lett. 82, 1052 (1999)

    Article  MATH  MathSciNet  ADS  Google Scholar 

  40. J. Eisert, M. Wilkens, J. Mod. Opt. 47, 2543 (2000)

    MATH  MathSciNet  ADS  Google Scholar 

  41. A.P. Flitney, D. Abbott, Fluct. Noise Lett. 2, 175 (2002)

    Article  MathSciNet  Google Scholar 

  42. A.J. Coleman, V.I. Yukalov, Reduced Density Matrices (Springer, Berlin, 2000)

    MATH  Google Scholar 

  43. W.B. Macleod, Can. J. Econ. 29, 788 (1996)

    Article  Google Scholar 

  44. R.H. Strotz, Rev. Econ. Stud. 23, 165 (1955)

    Article  Google Scholar 

  45. M. Fridman, J. Polit. Econ. 79, 846 (1971)

    Article  Google Scholar 

  46. F.E. Kydland, E.C. Prescott, J. Polit. Econ. 85, 473 (1977)

    Article  Google Scholar 

  47. B. Hiller, J.M. Malcomson, Econometrica 52, 1437 (1984)

    Article  Google Scholar 

  48. A. Kepecs, N. Uchida, H. Zariwala, Z.F. Mainen, Nature 455, 227 (2008)

    Article  ADS  Google Scholar 

  49. R. Barkan, J. R. Busemeyer, Psychonom. Bull. Rev. 6, 547 (1999)

    Google Scholar 

  50. J.G. Johnson, J.R. Busemeyer, Theory Decis. 51, 217 (2001)

    Article  MATH  Google Scholar 

  51. R. Barkan, J.R. Busemeyer, J. Behav. Decis. Making 16, 235 (2003)

    Article  Google Scholar 

  52. J.R. Busemeyer, Z. Wang, J.T. Townsend, J. Math. Psychol. 50, 220 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  53. B. O’Neill, B.D. Puza, Math. Scientist 30, 13 (2005)

    MATH  MathSciNet  Google Scholar 

  54. L.G. Epstein, Rev. Econ. Stud. 75, 1121 (2008)

    Article  MATH  Google Scholar 

  55. S.H. Chung, R.J. Herrnstein, J. Exp. Anal. Anim. Behav. 4, 267 (1961)

    Article  Google Scholar 

  56. E.A. Locke, G.P. Latham, Theory of Goal Setting and Task Performance (Prentice Hall, Englewood Cliffs, 1990)

    Google Scholar 

  57. G. Ainslie, Picoeconomics (Cambridge University, Cambridge, 1992)

    Google Scholar 

  58. G. Loewenstein, D. Prelec, Choices Over Time (Russel Sage Foundation, New York, 1992)

    Google Scholar 

  59. H. Rachlin, The Science of Self-Control (Harvard University, Cambridge, 2000)

    Google Scholar 

  60. G. Ainslie, Breakdown of Will (Cambridge University, Cambridge, 2001)

    Google Scholar 

  61. D. Helbing, in Human Behavior and Traffic Networks, edited by M. Schreckenberg, R. Selten (Springer, Berlin, 2004), pp. 47–95

    Google Scholar 

  62. J.H. Cochrane, Asset Pricing (Princeton University Press, Princeton, 2005)

    Google Scholar 

  63. V.I. Yukalov, Phys. Rev. A 42, 3324 (1990)

    Article  MathSciNet  ADS  Google Scholar 

  64. V.I. Yukalov, Physica A 167, 833 (1990)

    Article  MathSciNet  ADS  Google Scholar 

  65. V.I. Yukalov, J. Math. Phys. 32, 1235 (1991)

    Article  MATH  MathSciNet  ADS  Google Scholar 

  66. V.I. Yukalov, J. Math. Phys. 33, 3994 (1992)

    Article  MATH  MathSciNet  ADS  Google Scholar 

  67. V.I. Yukalov, E.P. Yukalova, Physica A 225, 336 (1996)

    Article  MathSciNet  ADS  Google Scholar 

  68. V.I. Yukalov, E.P. Yukalova, Ann. Phys. 277, 219 (1999)

    Article  MATH  MathSciNet  ADS  Google Scholar 

  69. V.I. Yukalov, E.P. Yukalova, Chaos Solit. Fract. 14, 839 (2002)

    Article  MATH  MathSciNet  Google Scholar 

  70. V.I. Yukalov, S. Gluzman, D. Sornette, Physica A 328, 409 (1993)

    Article  MathSciNet  ADS  Google Scholar 

  71. S. Gluzman, V.I. Yukalov, D. Sornette, Phys. Rev. E 67, 026109 (2003)

    Article  ADS  Google Scholar 

  72. V.I. Yukalov, E.P. Yukalova, Phys. Lett. A 368, 341 (2007)

    Article  ADS  Google Scholar 

  73. V.I. Yukalov, E.P. Yukalova, Eur. Phys. J. B 55, 93 (2007)

    Article  ADS  Google Scholar 

  74. E.P. Yukalova, V.I. Yukalov, S. Gluzman, Ann. Phys. 323, 3074 (2008)

    Article  MATH  MathSciNet  ADS  Google Scholar 

  75. G.A. Baker, P. Graves-Moris, Pade Approximants (Cambridge University, Cambridge, 1996)

    MATH  Google Scholar 

  76. D. Sornette, Critical Phenomena in Natural Sciences (Springer, Heidelberg, 2004)

    MATH  Google Scholar 

  77. M.I. Klinger, Phys. Rep. 165, 275 (1988)

    Article  ADS  Google Scholar 

  78. G. Gielis, C. Maes, Eur. Phys. Lett. 31, 1 (1995)

    Article  ADS  Google Scholar 

  79. S.H. Chung, J.R. Stevens, Am. J. Phys. 59, 1024 (1991)

    Article  ADS  Google Scholar 

  80. F. Alvarez, A. Alegria, J. Colmenero, Phys. Rev. B 44, 7306 (1991

    Article  ADS  Google Scholar 

  81. J.C. Phillips, Rep. Prog. Phys. 59, 1133 (1996)

    Article  ADS  Google Scholar 

  82. R.G. Palmer, D.L. Stein, E. Abrahams, P.W. Anderson, Phys. Rev. Lett. 53, 958 (1984)

    Article  ADS  Google Scholar 

  83. C. Bazelon, K. Smetters, Loyola Los Angeles Law Rev. 35, 277 (2001)

    Google Scholar 

  84. M.L. Weitzman, Am. Econ. Rev. 91, 261 (2001)

    Article  Google Scholar 

  85. S.C. Rambaud, M.J.M. Torrecillas, Environm. Sci. Policy 8, 343 (2005)

    Article  Google Scholar 

  86. N. Bohr, La Physique Atomic and la Connaissance Humain (Gontier, Genéve, 1961)

    Google Scholar 

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Yukalov, V., Sornette, D. Physics of risk and uncertainty in quantum decision making. Eur. Phys. J. B 71, 533–548 (2009). https://doi.org/10.1140/epjb/e2009-00245-9

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