Quantum-like generalization of the Bayesian updating scheme for objective and subjective mental uncertainties

Abstract In this paper we develop a general quantum-like model of decision making. Here updating of probability is based on linear algebra, the von Neumann–Luders projection postulate, Born’s rule, and the quantum representation of the state space of a composite system by the tensor product. This quantum-like model generalizes the classical Bayesian inference in a natural way. In our approach the latter appears as a special case corresponding to the absence of relative phases in the mental state. By taking into account a possibility of the existence of correlations which are encoded in relative phases we developed a more general scheme of decision making. We discuss natural situations inducing deviations from the classical Bayesian scheme in the process of decision making by cognitive systems: in situations that can be characterized as objective and subjective mental uncertainties. Further, we discuss the problem of base rate fallacy . In our formalism, these “irrational” (non-Bayesian) inferences are represented by quantum-like bias operations acting on the mental state.

[1]  R. Feynman,et al.  Quantum Mechanics and Path Integrals , 1965 .

[2]  A. Khrennikov,et al.  Agents with left and right dominant hemispheres and quantum statistics. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[3]  Kirsty Kitto,et al.  Is there something quantum-like about the human mental lexicon? , 2009 .

[4]  Andrei Khrennikov Quantum theory: Reconsideration of foundations , 2003 .

[5]  B. Mellers,et al.  Bayesian inference: Combining base rates with opinions of sources who vary in credibility. , 1983 .

[6]  Diederik Aerts,et al.  Applications of Quantum Statistics in Psychological Studies of Decision Processes , 1995 .

[7]  Fabio Benatti Quantum Algorithmic Complexities and Entropy , 2009, Open Syst. Inf. Dyn..

[8]  James T. Townsend,et al.  Quantum dynamics of human decision-making , 2006 .

[9]  Andrei Khrennivov,et al.  Classical and Quantum Mechanics on Information Spaces with Applications to Cognitive, Psychological, Social, and Anomalous Phenomena , 1999, quant-ph/0003016.

[10]  Didier Dubois,et al.  Modelling uncertainty and inductive inference: A survey of recent non-additive probability systems , 1988 .

[11]  Andrei Khrennikov,et al.  Quantum-like brain: "Interference of minds". , 2006, Bio Systems.

[12]  Robert M. Hamm,et al.  Explanations for Common Responses to the Blue/Green Cab Probabilistic Inference Word Problem , 1993 .

[13]  I. Gilboa,et al.  IS IT ALWAYS RATIONAL TO SATISFY SAVAGE'S AXIOMS? , 2009, Economics and Philosophy.

[14]  Masanori Ohya,et al.  Compound Channels, Transition Expectations, and Liftings , 1999 .

[15]  J. Busemeyer,et al.  Empirical Comparison of Markov and Quantum models of decision-making , 2009 .

[16]  Masanori Ohya,et al.  Quantum Markov Model for Data from Shafir-Tversky Experiments in Cognitive Psychology , 2009, Open Syst. Inf. Dyn..

[17]  C. Wolfe Information seeking on Bayesian conditional probability problems: A fuzzy‐trace theory account , 1995 .

[18]  J. Busemeyer,et al.  A quantum probability explanation for violations of ‘rational’ decision theory , 2009, Proceedings of the Royal Society B: Biological Sciences.

[19]  A. Tversky,et al.  Thinking through uncertainty: Nonconsequential reasoning and choice , 1992, Cognitive Psychology.

[20]  Andrei Khrennikov,et al.  Ubiquitous Quantum Structure: From Psychology to Finance , 2010 .

[21]  L. J. Savage,et al.  The Foundations of Statistics , 1955 .

[22]  Jennifer S Trueblood,et al.  A quantum theoretical explanation for probability judgment errors. , 2011, Psychological review.

[23]  Riccardo Franco,et al.  The inverse fallacy and quantum formalism , 2007, 0708.2972.

[24]  A. Tversky,et al.  Subjective Probability: A Judgment of Representativeness , 1972 .

[25]  L. Zadeh Fuzzy sets as a basis for a theory of possibility , 1999 .

[26]  Andrei Khrennikov,et al.  Mental States Follow Quantum Mechanics During Perception and Cognition of Ambiguous Figures , 2009, Open Syst. Inf. Dyn..

[27]  M. Bar-Hillel The base-rate fallacy in probability judgments. , 1980 .

[28]  Emmanuel Haven,et al.  Quantum mechanics and violations of the sure-thing principle: The use of probability interference and other concepts , 2009 .

[29]  A. Tversky,et al.  Options traders exhibit subadditive decision weights , 1996 .

[30]  Joseph P. Zbilut,et al.  Some remarks on an experiment suggesting quantum-like behavior of cognitive entities and formulation of an abstract quantum mechanical formalism to describe cognitive entity and its dynamics , 2007 .

[31]  V. I. Danilov,et al.  Expected utility theory under non-classical uncertainty , 2010 .

[32]  Andrei Khrennikov,et al.  On Quantum-Like Probabilistic Structure of Mental Information , 2004, Open Syst. Inf. Dyn..

[33]  A. N. Kolmogorov,et al.  Foundations of the theory of probability , 1960 .

[34]  M. Ohya,et al.  Mathematical Foundations of Quantum Information and Computation and Its Applications to Nano- and Bio-systems , 2011 .

[35]  Andrei Khrennikov,et al.  Quantum-like model of cognitive decision making and information processing , 2009, Biosyst..

[36]  Croson,et al.  The Disjunction Effect and Reason-Based Choice in Games. , 1999, Organizational behavior and human decision processes.

[37]  Patrick Suppes,et al.  Quantum mechanics, interference, and the brain , 2009 .

[38]  Masanori Ohya,et al.  Quantum-Like Model for Decision Making Process in Two Players Game , 2011 .

[39]  Tevye R. Krynski,et al.  The role of causality in judgment under uncertainty. , 2007, Journal of experimental psychology. General.

[40]  Irina Basieva,et al.  Representation of probabilistic data by complex probability amplitudes : the case of triple-valued observables. , 2011 .

[41]  A. Tversky,et al.  On the psychology of prediction , 1973 .

[42]  Taksu Cheon,et al.  Classical and quantum contents of solvable game theory on Hilbert space , 2006 .

[43]  Shmuel Zamir,et al.  Type Indeterminacy: A Model for the KT(Kahneman-Tversky)-Man , 2006, physics/0604166.

[44]  Vladimir I. Danilov,et al.  Measurable systems and behavioral sciences , 2008, Math. Soc. Sci..

[45]  A. Tversky,et al.  The Disjunction Effect in Choice under Uncertainty , 1992 .

[46]  A. Tversky,et al.  Support theory: A nonextensional representation of subjective probability. , 1994 .

[47]  Masanori Ohya,et al.  ON A QUANTUM MODEL OF THE RECOGNITION PROCESS , 2008 .

[48]  C. Fuchs Quantum Mechanics as Quantum Information (and only a little more) , 2002, quant-ph/0205039.

[49]  Diederik Aerts,et al.  Contextualizing concepts using a mathematical generalization of the quantum formalism , 2002, J. Exp. Theor. Artif. Intell..

[50]  P. Suppes The Measurement of Belief , 1974 .

[51]  A. Tversky,et al.  Unpacking, repacking, and anchoring: advances in support theory. , 1997 .

[52]  R. Dawes,et al.  Equating Inverse Probabilities in Implicit Personality Judgments , 1993 .

[53]  Riccardo Franco,et al.  The conjunction fallacy and interference effects , 2007, 0708.3948.

[54]  Olga Al. Choustova Quantum Bohmian model for financial market , 2001 .

[55]  D. Mandel,et al.  The inverse fallacy: An account of deviations from Bayes’s theorem and the additivity principle , 2002, Memory & cognition.

[56]  J. Koehler The base rate fallacy reconsidered: Descriptive, normative, and methodological challenges , 1996, Behavioral and Brain Sciences.

[57]  Taksu Cheon,et al.  Interference and inequality in quantum decision theory , 2010, 1008.2628.