Literature DB >> 33274999

Heterogeneity Improves Speed and Accuracy in Social Networks.

Bhargav Karamched1,2, Megan Stickler3, William Ott3, Benjamin Lindner4,5, Zachary P Kilpatrick6, Krešimir Josić3,7.   

Abstract

How does temporally structured private and social information shape collective decisions? To address this question we consider a network of rational agents who independently accumulate private evidence that triggers a decision upon reaching a threshold. When seen by the whole network, the first agent's choice initiates a wave of new decisions; later decisions have less impact. In heterogeneous networks, first decisions are made quickly by impulsive individuals who need little evidence to make a choice but, even when wrong, can reveal the correct options to nearly everyone else. We conclude that groups comprised of diverse individuals can make more efficient decisions than homogenous ones.

Entities:  

Mesh:

Year:  2020        PMID: 33274999      PMCID: PMC9477403          DOI: 10.1103/PhysRevLett.125.218302

Source DB:  PubMed          Journal:  Phys Rev Lett        ISSN: 0031-9007            Impact factor:   9.185


  24 in total

1.  Speed versus accuracy in collective decision making.

Authors:  Nigel R Franks; Anna Dornhaus; Jon P Fitzsimmons; Martin Stevens
Journal:  Proc Biol Sci       Date:  2003-12-07       Impact factor: 5.349

Review 2.  Mechanisms of social cognition.

Authors:  Chris D Frith; Uta Frith
Journal:  Annu Rev Psychol       Date:  2011-08-11       Impact factor: 24.137

3.  A simple model of global cascades on random networks.

Authors:  Duncan J Watts
Journal:  Proc Natl Acad Sci U S A       Date:  2002-04-30       Impact factor: 11.205

4.  The physics of optimal decision making: a formal analysis of models of performance in two-alternative forced-choice tasks.

Authors:  Rafal Bogacz; Eric Brown; Jeff Moehlis; Philip Holmes; Jonathan D Cohen
Journal:  Psychol Rev       Date:  2006-10       Impact factor: 8.934

Review 5.  Collective cognition in animal groups.

Authors:  Iain D Couzin
Journal:  Trends Cogn Sci       Date:  2008-12-06       Impact factor: 20.229

6.  Quorum decision-making facilitates information transfer in fish shoals.

Authors:  Ashley J W Ward; David J T Sumpter; Iain D Couzin; Paul J B Hart; Jens Krause
Journal:  Proc Natl Acad Sci U S A       Date:  2008-05-12       Impact factor: 11.205

Review 7.  Redundancy principle and the role of extreme statistics in molecular and cellular biology.

Authors:  Z Schuss; K Basnayake; D Holcman
Journal:  Phys Life Rev       Date:  2019-01-11       Impact factor: 11.025

8.  Bayesian Evidence Accumulation on Social Networks.

Authors:  Bhargav Karamched; Simon Stolarczyk; Zachary P Kilpatrick; Krešimir Josić
Journal:  SIAM J Appl Dyn Syst       Date:  2020-08-18       Impact factor: 2.994

9.  Collective decision-making by rational agents with differing preferences.

Authors:  Richard P Mann
Journal:  Proc Natl Acad Sci U S A       Date:  2020-04-27       Impact factor: 11.205

10.  Consistent Individual Differences Drive Collective Behavior and Group Functioning of Schooling Fish.

Authors:  Jolle W Jolles; Neeltje J Boogert; Vivek H Sridhar; Iain D Couzin; Andrea Manica
Journal:  Curr Biol       Date:  2017-09-07       Impact factor: 10.834

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  5 in total

1.  Quantifying the impact of network structure on speed and accuracy in collective decision-making.

Authors:  Bryan C Daniels; Pawel Romanczuk
Journal:  Theory Biosci       Date:  2021-02-26       Impact factor: 1.919

2.  A model for cooperative scientific research inspired by the ant colony algorithm.

Authors:  Zhuoran He; Tingtao Zhou
Journal:  PLoS One       Date:  2022-01-27       Impact factor: 3.240

3.  Avoiding costly mistakes in groups: The evolution of error management in collective decision making.

Authors:  Alan N Tump; Max Wolf; Pawel Romanczuk; Ralf H J M Kurvers
Journal:  PLoS Comput Biol       Date:  2022-08-19       Impact factor: 4.779

4.  Stochastic dynamics of social patch foraging decisions.

Authors:  Subekshya Bidari; Ahmed El Hady; Jacob D Davidson; Zachary P Kilpatrick
Journal:  Phys Rev Res       Date:  2022-08-15

5.  Evolution of heterogeneous perceptual limits and indifference in competitive foraging.

Authors:  Richard P Mann
Journal:  PLoS Comput Biol       Date:  2021-02-23       Impact factor: 4.475

  5 in total

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