Literature DB >> 19324679

On optimal decision-making in brains and social insect colonies.

James A R Marshall1, Rafal Bogacz, Anna Dornhaus, Robert Planqué, Tim Kovacs, Nigel R Franks.   

Abstract

The problem of how to compromise between speed and accuracy in decision-making faces organisms at many levels of biological complexity. Striking parallels are evident between decision-making in primate brains and collective decision-making in social insect colonies: in both systems, separate populations accumulate evidence for alternative choices; when one population reaches a threshold, a decision is made for the corresponding alternative, and this threshold may be varied to compromise between the speed and the accuracy of decision-making. In primate decision-making, simple models of these processes have been shown, under certain parametrizations, to implement the statistically optimal procedure that minimizes decision time for any given error rate. In this paper, we adapt these same analysis techniques and apply them to new models of collective decision-making in social insect colonies. We show that social insect colonies may also be able to achieve statistically optimal collective decision-making in a very similar way to primate brains, via direct competition between evidence-accumulating populations. This optimality result makes testable predictions for how collective decision-making in social insects should be organized. Our approach also represents the first attempt to identify a common theoretical framework for the study of decision-making in diverse biological systems.

Mesh:

Year:  2009        PMID: 19324679      PMCID: PMC2827444          DOI: 10.1098/rsif.2008.0511

Source DB:  PubMed          Journal:  J R Soc Interface        ISSN: 1742-5662            Impact factor:   4.118


  29 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

2.  A comparison of macaque behavior and superior colliculus neuronal activity to predictions from models of two-choice decisions.

Authors:  Roger Ratcliff; Anil Cherian; Mark Segraves
Journal:  J Neurophysiol       Date:  2003-05-21       Impact factor: 2.714

3.  Effective leadership and decision-making in animal groups on the move.

Authors:  Iain D Couzin; Jens Krause; Nigel R Franks; Simon A Levin
Journal:  Nature       Date:  2005-02-03       Impact factor: 49.962

4.  Noise, cost and speed-accuracy trade-offs: decision-making in a decentralized system.

Authors:  James A R Marshall; Anna Dornhaus; Nigel R Franks; Tim Kovacs
Journal:  J R Soc Interface       Date:  2006-04-22       Impact factor: 4.118

5.  Teaching in tandem-running ants.

Authors:  Nigel R Franks; Tom Richardson
Journal:  Nature       Date:  2006-01-12       Impact factor: 49.962

6.  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

7.  Responses of neurons in macaque MT to stochastic motion signals.

Authors:  K H Britten; M N Shadlen; W T Newsome; J A Movshon
Journal:  Vis Neurosci       Date:  1993 Nov-Dec       Impact factor: 3.241

8.  Not everything that counts can be counted: ants use multiple metrics for a single nest trait.

Authors:  Nigel R Franks; Anna Dornhaus; Bonnie G Metherell; Toby R Nelson; Sophie A J Lanfear; William S Symes
Journal:  Proc Biol Sci       Date:  2006-01-22       Impact factor: 5.349

9.  Neural activity in macaque parietal cortex reflects temporal integration of visual motion signals during perceptual decision making.

Authors:  Alexander C Huk; Michael N Shadlen
Journal:  J Neurosci       Date:  2005-11-09       Impact factor: 6.709

10.  Microstimulation of macaque area LIP affects decision-making in a motion discrimination task.

Authors:  Timothy D Hanks; Jochen Ditterich; Michael N Shadlen
Journal:  Nat Neurosci       Date:  2006-04-09       Impact factor: 24.884

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  53 in total

1.  Speed-accuracy trade-offs during foraging decisions in the acellular slime mould Physarum polycephalum.

Authors:  Tanya Latty; Madeleine Beekman
Journal:  Proc Biol Sci       Date:  2010-09-08       Impact factor: 5.349

2.  Do ants make direct comparisons?

Authors:  Elva J H Robinson; Faith D Smith; Kathryn M E Sullivan; Nigel R Franks
Journal:  Proc Biol Sci       Date:  2009-04-22       Impact factor: 5.349

3.  Ant colonies outperform individuals when a sensory discrimination task is difficult but not when it is easy.

Authors:  Takao Sasaki; Boris Granovskiy; Richard P Mann; David J T Sumpter; Stephen C Pratt
Journal:  Proc Natl Acad Sci U S A       Date:  2013-07-29       Impact factor: 11.205

4.  Rationality in collective decision-making by ant colonies.

Authors:  Susan C Edwards; Stephen C Pratt
Journal:  Proc Biol Sci       Date:  2009-07-22       Impact factor: 5.349

5.  How does mobility help distributed systems compute?

Authors:  William F Vining; Fernando Esponda; Melanie E Moses; Stephanie Forrest
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2019-06-10       Impact factor: 6.237

Review 6.  Statistical physics of liquid brains.

Authors:  Jordi Piñero; Ricard Solé
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2019-06-10       Impact factor: 6.237

Review 7.  Diffusion Decision Model: Current Issues and History.

Authors:  Roger Ratcliff; Philip L Smith; Scott D Brown; Gail McKoon
Journal:  Trends Cogn Sci       Date:  2016-03-05       Impact factor: 20.229

Review 8.  Neuroethology of decision-making.

Authors:  Geoffrey K Adams; Karli K Watson; John Pearson; Michael L Platt
Journal:  Curr Opin Neurobiol       Date:  2012-08-16       Impact factor: 6.627

9.  Rapid decision-making with side-specific perceptual discrimination in ants.

Authors:  Nathalie Stroeymeyt; Fernando J Guerrieri; Jelle S van Zweden; Patrizia d'Ettorre
Journal:  PLoS One       Date:  2010-08-24       Impact factor: 3.240

10.  Improving decision speed, accuracy and group cohesion through early information gathering in house-hunting ants.

Authors:  Nathalie Stroeymeyt; Martin Giurfa; Nigel R Franks
Journal:  PLoS One       Date:  2010-09-29       Impact factor: 3.240

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