Application to Decision Making Theory and Cognitive Science
Abstract
In this chapter the formalism of quantum probability and quantum information theory (in its generalized form based on theory of lifting) is applied to construct the QL-representations for cognitive processes, especially decision making in games of the prisoner’s dilemma type. Our modeling is based on the results of extended studies in the domain of cognitive psychology demonstrated that in some mental contexts players behave irrationally, i.e., they select mixed strategies which are different from the Nash equilibrium predicted by classical game theory. The simplest model of such irrational behavior is based on theory of open quantum systems and quantum master equation. More complex cognitive situations are modelled with aid quantum adaptive dynamics generalizing theory of open quantum systems. We also construct the QL-representation for bistable perception. We are able to construct quantum operators providing the adequate operational description of know statistical data. To check nonclassicality of these data we use a Bell-type inequality, namely, the Leggett-Garg inequality.
Keywords
Cognitive processes Decision making Games of prisoner’s dilemma type Irrational behavior Nash equilibrium Bistable perception Open quantum systems Adaptive quantum dynamics Bell inequality Leggett-Garg inequalityReferences
- 1.Fox, C., Rogers, B., Tversky, A.: Option traders exhibit subadditive decision weights. J. Risk Uncertain. 13, 5–17 (1996)CrossRefGoogle Scholar
- 2.Rottenstreich, Y., Tversky, A.: Unpacking, repacking and anchoring: advances in support theory. Psychol. Rev. 104, 406–415 (1997)CrossRefPubMedGoogle Scholar
- 3.Bearden, J.N., Wallsten, T., Fox, C.: Error and subadditivity: a stochastic model of subadditivity. University of Arizona—Departmentt Management and Policy, preprint (2005)Google Scholar
- 4.Tversky, A., Koehler, D.: Support theory: a nonextential representation of subjective probability. Psychol. Rev. 101, 547–567 (1994)CrossRefGoogle Scholar
- 5.Khrennikov, A., Haven, E.: The importance of probability interference in social science: rationale and experiment (2007). arXiv:0709.2802v1 [physics.gen-ph]
- 6.Khrennikova, P., Khrennikov, A., Haven, E.: The quantum-like description of the dynamics of party governance in the US political system (2012). arXiv:1206.2888 [physics.gen-ph]
- 7.Khrennikova, P.: Evolution of quantum-like modeling in decision making processes. AIP Conf. Proc. 1508, 108–112 (2012)CrossRefGoogle Scholar
- 8.Conte, E., Todarello, O., Federici, A., Vitiello, F., Lopane, M., Khrennikov, A.: A preliminary evidence of quantum-like behaviour in measurements of mental states. Quantum Theory: Reconsideration of Foundations. Series Mathematical Model in Physics, Engineering and Cognitive Science, vol. 10, pp. 679–702. Växjö University Press, Växjö (2004)Google Scholar
- 9.Conte, E., Khrennikov, A., Todarello, O., Federici, A., Zbilut, J.P.: Mental states follow quantum mechanics during perception and cognition of ambiguous figures. Open Syst. Inf. Dyn. 16, 1–17 (2009)CrossRefGoogle Scholar
- 10.Khrennikov, A.: Classical and quantum mechanics on information spaces with applications to cognitive, psychological, social and anomalous phenomena. Found. Phys. 29, 1065–1098 (1999)CrossRefGoogle Scholar
- 11.Khrennikov, A.: On quantum-like probabilistic structure of mental information. Open Syst. Inf. Dyn. 11, 267–275 (2004)CrossRefGoogle Scholar
- 12.Khrennikov, A.: Quantum-like brain: interference of minds. BioSystems 84, 225–241 (2006)CrossRefPubMedGoogle Scholar
- 13.Busemeyer, J.B., Wang, Z., Townsend, J.T.: Quantum dynamics of human decision making. J. Math. Psychol. 50, 220–241 (2006)CrossRefGoogle Scholar
- 14.Busemeyer, J., Bruza, P.D.: Quantum Cognition and Decision. Cambridge University Press, Cambridge (2012)CrossRefGoogle Scholar
- 15.Hofstader, D. R.: Dilemmas for superrational thinkers, leading up to a luring lottery. Sci. Am. 6 (1983)Google Scholar
- 16.Hofstader, D.R.: Metamagical Themes: Questing for the Essence of Mind and Pattern. Basic Books, New York (1985)Google Scholar
- 17.Shafir, E., Tversky, A.: Thinking through uncertainty: nonconsequential reasoning and choice. Cogn. Psychol. 24, 449–474 (1992)CrossRefPubMedGoogle Scholar
- 18.Tversky, A., Shafir, E.: The disjunction effect in choice under uncertainty. Psychol. Sci. 3, 305–309 (1992)CrossRefGoogle Scholar
- 19.Croson, R.: The disjunction effect and reasoning-based choice in games. Organ. Behav. Hum. Dec. Process. 80, 118–133 (1999)CrossRefGoogle Scholar
- 20.Cheon, T., Takahashi, T.: Interference and inequality in quantum decision theory. Phys. Lett. A 375, 100–104 (2010)CrossRefGoogle Scholar
- 21.Cheon, T., Tsutsui, I.: Classical and quantum contents of solvable game theory on Hilbert space. Phys. Lett. A 348, 147–152 (2006)CrossRefGoogle Scholar
- 22.Khrennikov, A.: Quantum-like model of cognitive decision making and information processing. Biosystems 95, 179–187 (2009)CrossRefPubMedGoogle Scholar
- 23.Khrennikov, A.: Ubiquitous Quantum Structure: From Psychology to Finance. Springer, Heidelberg (2010)CrossRefGoogle Scholar
- 24.Fichtner, K.-H., Fichtner, L., Freudenberg, W., Ohya, M.: On a quantum model of the recognition process. In: QP-PQ: Probability and White Noise Analysis, vol. 21, pp. 64–84 (2008)Google Scholar
- 25.Franco, F.: The conjunction fallacy and interference effects. J. Math. Psychol. 53, 415–422 (2009)CrossRefGoogle Scholar
- 26.Khrennikov, A., Haven, E.: Quantum mechanics and violations of the sure-thing principle: the use of probability interference and other concepts. J. Math. Psychol. 53, 378–388 (2009)CrossRefGoogle Scholar
- 27.Pothos, E.M., Busemeyer, J.R.: Can quantum probability provide a new direction for cognitive modeling? Behav. Brain Sci. 36, 255–274 (2013)CrossRefPubMedGoogle Scholar
- 28.Pothos, E. M., Busemeyer, J. R., Trueblood, J. S.: A quantum geometric model of similarity. Psychol. Rev. (in press)Google Scholar
- 29.Lambert-Mogiliansky, A., Busemeyer, J.R.: Emergence and instability of individual identity. In: Busemeyer, J.R., Dubois, F., Lambert-Mogiliansky, A., Melucci, M. (eds.) Quantum Interaction 6th International Symposium, QI 2012. Lecture Notes in Computer Science, vol. 7620, pp. 102–113 (2012)Google Scholar
- 30.Dzhafarov, E.N., Kujala, J.V.: Selectivity in probabilistic causality: where psychology runs into quantum physics. J. Math. Psychol. 56, 54–63 (2012)CrossRefGoogle Scholar
- 31.Dzhafarov, E.N., Kujala, J.V.: Random variables recorded under mutually exclusive conditions: contextuality-by-default, to appear in the Advances in Cognitive Neurodynamics. In: Proceedings of the 4th International Conference on Cognitive Neurodynamics (2013). arXiv:1309.0962 [quant-ph]
- 32.Wang, Z., Busemeyer, J.R.: A quantum question order model supported by empirical tests of an a priori and precise prediction. Top. Cogn. Sci. (2013) (to be published)Google Scholar
- 33.Wang, Zh, Busemeyer, J.R.: A quantum question order model supported by empirical tests of an a priori and precise prediction. Top. Cogn. Sci. 5, 689–710 (2013)PubMedGoogle Scholar
- 34.D’Ariano, M., Fei, S.M., Haven, E., Hiesmayr, B., Jaeger, G., Khrennikov, A., Larsson, J.A.: Foundations of Probability and Physics-6. Series Conference Proceedings, vol. 1424. American Institute of Physics, Melville (2012)Google Scholar
- 35.Pothos, E.M., Busemeyer, J.R.: A quantum probability explanation for violation of rational decision theory. Proc. R. Soc. B 276(1165), 2171–2178 (2009)CrossRefPubMedCentralPubMedGoogle Scholar
- 36.Asano, M., Ohya, M., Khrennikov, A.: Quantum-like model for decision making process in two players game. Found. Phys. 41(3), 538–548 (2010)CrossRefGoogle Scholar
- 37.Asano, M., Ohya, M., Tanaka, Y., Basieva, I., Khrennikov, A.: Quantum-like model of brain’s functioning: decision making from decoherence. J. Theor. Biol. 281(1), 56–64 (2011)CrossRefPubMedGoogle Scholar
- 38.Asano, M., Basieva, I., Khrennikov, A., Ohya, M., Tanaka, Y.: Quantum-like generalization of the Bayesian updating scheme for objective and subjective mental uncertainties. J. Math. Psychol. 56(3), 168–175 (2012)CrossRefGoogle Scholar
- 39.Asano, M., Basieva, I., Khrennikov, A., Ohya, M., Tanaka, Y.: Quantum-like representation of irrational inference. In: Busemeyer, J.R., Dubois, F., Lambert-Mogiliansky, A., Melucci, M. (eds.) Quantum Interaction 6th International Symposium (QI-2012). Lecture Notes in Computer Science, vol. 7620, pp. 138–147 (2012)Google Scholar
- 40.Asano, M., Basieva, I., Khrennikov, A., Ohya, M., Tanaka, Y., Yamato, I.: Adaptive dynamics and its application to context dependent systems breaking the classical probability law. In: Busemeyer, J.R., Dubois, F., Lambert-Mogiliansky, A., Melucci, M. (eds.) Quantum Interaction 6th International Symposium (QI-2012). Lecture Notes in Computer Science, vol. 7620, pp. 160–171 (2012)Google Scholar
- 41.Asano, M., Basieva, I., Khrennikov, A., Ohya, M., Yamato, I.: Non-Kolmogorovian approach to the context-dependent systems breaking the classical probability law. Found. Phys. 43(7), 895–911 (2013)CrossRefGoogle Scholar
- 42.Accardi, L., Ohya, M.: Compound channels, transition expectations, and liftings. Appl. Math. Optim. 39, 33–59 (1999)CrossRefGoogle Scholar
- 43.Asano, M., Ohya, M., Tanaka, Y., Khrennikov, A., Basieva, I.: Quantum-like representation of Bayesian updating. In: Proceedings of the International Conference Advances in Quantum Theory, vol. 1327, pp. 57–62. American Institute of Physics (2011)Google Scholar
- 44.Smith, R.A.: A Compleat System of Opticks. Cambridge, Published by the author (1738)Google Scholar
- 45.Schröder, H.: Ueber eine optische Inversion bei Betrachtung verkehrter, durch optische Vorrichtung entworfener physischer Bilder. Annalen der Physik 181(10), 298–311 (1858)CrossRefGoogle Scholar
- 46.Atmanspacher, H., Filk, T., Röme, H.: Complementarity in Bistable Perception, Recasting Reality, pp. 135–150. Springer, Berlin (2009)CrossRefGoogle Scholar
- 47.Leggett, A., Garg, A.: Quantum mechanics versus macroscopic realism: is the flux there when nobody looks? Phys. Rev. Lett. 54, 857–860 (1985)CrossRefPubMedGoogle Scholar
- 48.Bell, J.: Speakable and Unspeakable in Quantum Mechanics. Cambridge University Press, Cambridge (1987)Google Scholar
- 49.Khrennikov, A.: Contextual Approach to Quantum Formalism. Springer, Berlin (2009)CrossRefGoogle Scholar
- 50.Conte, E., Khrennikov, A., Todarello, O., Federici, A., Zbilut, J.P.: A preliminary experimental verification on the possibility of Bell inequality violation in mental states. Neuroquantology 6, 214–221 (2008)Google Scholar
- 51.Dzhafarov, E.N., Kujala, J.V.: Quantum entanglement and the issue of selective influences in psychology: an overview. Lect. Notes Comput. Sci. 7620, 184–195 (2012)CrossRefGoogle Scholar
- 52.Atmanspacher, H., Filk, T.: Temporal nonlocality in bistable perception. In: Khrennikov, A., Atmanspacher, H., Migdall, A., Polyakov, S. (eds.) Quantum Theory: Reconsiderations of Foundations-6. Special Section: Quantum-like Decision Making: From Biology to Behavioral Economics, AIP Conference Proceedings, vol. 1508, pp. 79–88 (2012)Google Scholar
- 53.Atmanspacher, H., Filk, T., Römer, H.: Weak quantum theory: formal framework and selected applications. In: Adenier, G., Khrennikov, A., Nieuwenhuizen, T.M. (eds.) Quantum Theory: Reconsideration of Foundations, vol. 3, pp. 34–46. American Institute of Physics, New York (2006)Google Scholar
- 54.Kolmogoroff, A. N.: Grundbegriffe der Wahrscheinlichkeitsrechnung. Springer, Berlin (1933). English translation: Kolmogorov, A.N.: Foundations of Theory of Probability. Chelsea Publishing Company, New York (1956)Google Scholar
- 55.Acacio de Barros, J.: Joint probabilities and quantum cognition. In: Proceedings of the International Conference on Quantum Theory: Reconsiderations of Foundations-6, Växjö, Sweden, 11–14 June (2012)Google Scholar
- 56.Goggin, M.E., Almeida, M.P., Barbieri, M., Lanyon, B.P., O’Briend, J.L., White, A.G., Pryde, G.J.: Violation of the Leggett-Garg inequality with weak measurements of photons. Proc. Natl. Acad. Sci. 108(4), 1256–1261 (2010)CrossRefGoogle Scholar