Literature DB >> 17155582

Dynamics of sequential decision making.

Mikhail I Rabinovich1, Ramón Huerta, Valentin Afraimovich.   

Abstract

We suggest a new paradigm for intelligent decision-making suitable for dynamical sequential activity of animals or artificial autonomous devices that depends on the characteristics of the internal and external world. To do it we introduce a new class of dynamical models that are described by ordinary differential equations with a finite number of possibilities at the decision points, and also include rules solving this uncertainty. Our approach is based on the competition between possible cognitive states using their stable transient dynamics. The model controls the order of choosing successive steps of a sequential activity according to the environment and decision-making criteria. Two strategies (high-risk and risk-aversion conditions) that move the system out of an erratic environment are analyzed.

Mesh:

Year:  2006        PMID: 17155582     DOI: 10.1103/PhysRevLett.97.188103

Source DB:  PubMed          Journal:  Phys Rev Lett        ISSN: 0031-9007            Impact factor:   9.161


  3 in total

Review 1.  Dynamical systems, attractors, and neural circuits.

Authors:  Paul Miller
Journal:  F1000Res       Date:  2016-05-24

2.  Modeling Search Behaviors during the Acquisition of Expertise in a Sequential Decision-Making Task.

Authors:  Cristóbal Moënne-Loccoz; Rodrigo C Vergara; Vladimir López; Domingo Mery; Diego Cosmelli
Journal:  Front Comput Neurosci       Date:  2017-09-08       Impact factor: 2.380

3.  Organizing Sequential Memory in a Neuromorphic Device Using Dynamic Neural Fields.

Authors:  Raphaela Kreiser; Dora Aathmani; Ning Qiao; Giacomo Indiveri; Yulia Sandamirskaya
Journal:  Front Neurosci       Date:  2018-11-13       Impact factor: 4.677

  3 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.