Literature DB >> 32911304

Quantum-like influence diagrams for decision-making.

Catarina Moreira1, Prayag Tiwari2, Hari Mohan Pandey3, Peter Bruza4, Andreas Wichert5.   

Abstract

This article proposes a novel and comprehensive framework on how to describe the probabilistic nature of decision-making process. We suggest extending the quantum-like Bayesian network formalism to incorporate the notion of maximum expected utility to model human paradoxical, sub-optimal and irrational decisions. What distinguishes this work is that we take advantage of the quantum interference effects produced in quantum-like Bayesian Networks during the inference process to influence the probabilities used to compute the maximum expected utility of some decision. The proposed quantum-like decision model is able to (1) predict the probability distributions found in different experiments reported in the literature by modelling uncertainty through quantum interference, (2) to identify decisions that the decision-makers perceive to be optimal within their belief space, but that are actually irrational with respect to expected utility theory, (3) gain an understanding of how the decision-maker's beliefs evolve within a decision-making scenario. The proposed model has the potential to provide new insights in decision science, as well as having direct implications for decision support systems that deal with human data, such as in the fields of economics, finance, psychology, etc.
Copyright © 2020 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  Assembly theory; Cognition; Decision-making; Quantum-like Bayesian networks; Quantum-like influence diagrams

Mesh:

Year:  2020        PMID: 32911304     DOI: 10.1016/j.neunet.2020.07.009

Source DB:  PubMed          Journal:  Neural Netw        ISSN: 0893-6080


  5 in total

1.  Quantum decision making in automatic driving.

Authors:  Qingyuan Song; Weiping Fu; Wen Wang; Yuan Sun; Denggui Wang; Jincao Zhou
Journal:  Sci Rep       Date:  2022-06-30       Impact factor: 4.996

2.  More Causes Less Effect: Destructive Interference in Decision Making.

Authors:  Irina Basieva; Vijitashwa Pandey; Polina Khrennikova
Journal:  Entropy (Basel)       Date:  2022-05-20       Impact factor: 2.738

3.  Quantum cyber-physical systems.

Authors:  Javier Villalba-Diez; Ana González-Marcos; Joaquín Ordieres-Meré
Journal:  Sci Rep       Date:  2022-05-13       Impact factor: 4.996

4.  Quantum core affect. Color-emotion structure of semantic atom.

Authors:  Ilya A Surov
Journal:  Front Psychol       Date:  2022-09-28

5.  Beyond two modes of thought: A quantum model of how three cognitive variables yield conceptual change.

Authors:  Mika Winslow; Liane Gabora
Journal:  Front Psychol       Date:  2022-09-27
  5 in total

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