Literature DB >> 19497888

The encoding of alternatives in multiple-choice decision making.

Larissa Albantakis1, Gustavo Deco.   

Abstract

During the last decades, research on binary decision making elucidated some of the basic neural mechanisms underlying the decision-making process. Recently, the focus of experimental as well as modeling studies began to shift from simple binary choices to decision making with multiple alternatives. In this article, we address the question how different numbers of choice alternatives might be handled and encoded in the brain. We present a minimal, biophysically realistic spiking neuron model for decision making with multiple alternatives. Our model accounts for the relevant aspects of recent experimental data of a random-dot motion-discrimination task on both the cellular and behavioral level. Notably, all network parameters and inputs in our network are independent of the number of possible alternatives used in the tested experimental paradigms (2 and 4 alternatives and 2 alternatives with an angular separation of 90 degrees ). This avoids the use of extra top-down regulation mechanisms to adapt the network to the number of choices. Furthermore, we show that increasing the number of neurons encoding each choice alternative is positively related to the network's capacity of choice-number-independent decision making. Consequently, our results suggest a physiological advantage of a pooled, multineuron representation of choice alternatives.

Mesh:

Year:  2009        PMID: 19497888      PMCID: PMC2691385          DOI: 10.1073/pnas.0901621106

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  22 in total

1.  Effects of neuromodulation in a cortical network model of object working memory dominated by recurrent inhibition.

Authors:  N Brunel; X J Wang
Journal:  J Comput Neurosci       Date:  2001 Jul-Aug       Impact factor: 1.621

2.  The time course of perceptual choice: the leaky, competing accumulator model.

Authors:  M Usher; J L McClelland
Journal:  Psychol Rev       Date:  2001-07       Impact factor: 8.934

Review 3.  Psychology and neurobiology of simple decisions.

Authors:  Philip L Smith; Roger Ratcliff
Journal:  Trends Neurosci       Date:  2004-03       Impact factor: 13.837

4.  A recurrent network mechanism of time integration in perceptual decisions.

Authors:  Kong-Fatt Wong; Xiao-Jing Wang
Journal:  J Neurosci       Date:  2006-01-25       Impact factor: 6.167

5.  Extending a biologically inspired model of choice: multi-alternatives, nonlinearity and value-based multidimensional choice.

Authors:  Rafal Bogacz; Marius Usher; Jiaxiang Zhang; James L McClelland
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2007-09-29       Impact factor: 6.237

6.  Perceptual decisions between multiple directions of visual motion.

Authors:  Mamiko Niwa; Jochen Ditterich
Journal:  J Neurosci       Date:  2008-04-23       Impact factor: 6.167

7.  Theory of orientation tuning in visual cortex.

Authors:  R Ben-Yishai; R L Bar-Or; H Sompolinsky
Journal:  Proc Natl Acad Sci U S A       Date:  1995-04-25       Impact factor: 11.205

8.  Neural basis of a perceptual decision in the parietal cortex (area LIP) of the rhesus monkey.

Authors:  M N Shadlen; W T Newsome
Journal:  J Neurophysiol       Date:  2001-10       Impact factor: 2.714

9.  Decision-making with multiple alternatives.

Authors:  Anne K Churchland; Roozbeh Kiani; Michael N Shadlen
Journal:  Nat Neurosci       Date:  2008-05-18       Impact factor: 24.884

10.  Neurobiological models of two-choice decision making can be reduced to a one-dimensional nonlinear diffusion equation.

Authors:  Alex Roxin; Anders Ledberg
Journal:  PLoS Comput Biol       Date:  2008-03-28       Impact factor: 4.475

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  34 in total

1.  Cortical topography of intracortical inhibition influences the speed of decision making.

Authors:  Claudia Wilimzig; Patrick Ragert; Hubert R Dinse
Journal:  Proc Natl Acad Sci U S A       Date:  2012-02-06       Impact factor: 11.205

2.  Revisiting the evidence for collapsing boundaries and urgency signals in perceptual decision-making.

Authors:  Guy E Hawkins; Birte U Forstmann; Eric-Jan Wagenmakers; Roger Ratcliff; Scott D Brown
Journal:  J Neurosci       Date:  2015-02-11       Impact factor: 6.167

Review 3.  Neural dynamics and circuit mechanisms of decision-making.

Authors:  Xiao-Jing Wang
Journal:  Curr Opin Neurobiol       Date:  2012-09-28       Impact factor: 6.627

Review 4.  How mechanisms of perceptual decision-making affect the psychometric function.

Authors:  Joshua I Gold; Long Ding
Journal:  Prog Neurobiol       Date:  2012-05-17       Impact factor: 11.685

Review 5.  New advances in understanding decisions among multiple alternatives.

Authors:  Anne K Churchland; Jochen Ditterich
Journal:  Curr Opin Neurobiol       Date:  2012-05-02       Impact factor: 6.627

6.  A memory-based model of Hick's law.

Authors:  Darryl W Schneider; John R Anderson
Journal:  Cogn Psychol       Date:  2011-05       Impact factor: 3.468

7.  Having More Choices Changes How Human Observers Weight Stable Sensory Evidence.

Authors:  Sirawaj Itthipuripat; Kexin Cha; Sean Deering; Annalisa M Salazar; John T Serences
Journal:  J Neurosci       Date:  2018-08-24       Impact factor: 6.167

8.  A Comparison between Mechanisms of Multi-Alternative Perceptual Decision Making: Ability to Explain Human Behavior, Predictions for Neurophysiology, and Relationship with Decision Theory.

Authors:  Jochen Ditterich
Journal:  Front Neurosci       Date:  2010-11-25       Impact factor: 4.677

9.  Modeling reaction time and accuracy of multiple-alternative decisions.

Authors:  Fábio P Leite; Roger Ratcliff
Journal:  Atten Percept Psychophys       Date:  2010-01       Impact factor: 2.199

10.  Variance as a signature of neural computations during decision making.

Authors:  Anne K Churchland; R Kiani; R Chaudhuri; Xiao-Jing Wang; Alexandre Pouget; M N Shadlen
Journal:  Neuron       Date:  2011-02-24       Impact factor: 17.173

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