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

被引:32
作者
Asano, Masanari [2 ]
Basieva, Irina [1 ]
Khrennikov, Andrei [1 ]
Ohya, Masanori [2 ]
Tanaka, Yoshiharu [2 ]
机构
[1] Linnaeus Univ, Int Ctr Math Modeling Phys & Cognit Sci, S-35195 Vaxjo, Sweden
[2] Tokyo Univ Sci, Dept Informat Sci, Noda, Chiba 2788510, Japan
关键词
Quantum-like cognitive model; Updating of classical and quantum probabilities; Mental state; Decision making; (non-)Bayesian scheme; BASE-RATE FALLACY; PROBABILITY; INTERFERENCE; INFERENCE; JUDGMENT; REPRESENTATION; EXPLANATION; MECHANICS; CHOICE;
D O I
10.1016/j.jmp.2012.02.003
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
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 rare fallacy. In our formalism, these "irrational" (non-Bayesian) inferences are represented by quantum-like bias operations acting on the mental state. (C) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:166 / 175
页数:10
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