Literature DB >> 25661183

A neural implementation of Wald's sequential probability ratio test.

Shinichiro Kira1, Tianming Yang2, Michael N Shadlen3.   

Abstract

Difficult decisions often require evaluation of samples of evidence acquired sequentially. A sensible strategy is to accumulate evidence, weighted by its reliability, until sufficient support is attained. An optimal statistical approach would accumulate evidence in units of logarithms of likelihood ratios (logLR) to a desired level. Studies of perceptual decisions suggest that the brain approximates an analogous procedure, but a direct test of accumulation, in units of logLR, to a threshold in units of cumulative logLR is lacking. We trained rhesus monkeys to make decisions based on a sequence of evanescent, visual cues assigned different logLR, hence different reliability. Firing rates of neurons in the lateral intraparietal area (LIP) reflected the accumulation of logLR and reached a stereotyped level before the monkeys committed to a decision. The monkeys' choices and reaction times, including their variability, were explained by LIP activity in the context of accumulation of logLR to a threshold.
Copyright © 2015 Elsevier Inc. All rights reserved.

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Year:  2015        PMID: 25661183      PMCID: PMC4365451          DOI: 10.1016/j.neuron.2015.01.007

Source DB:  PubMed          Journal:  Neuron        ISSN: 0896-6273            Impact factor:   17.173


  45 in total

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6.  The cost of accumulating evidence in perceptual decision making.

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

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10.  Rats and humans can optimally accumulate evidence for decision-making.

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  55 in total

Review 1.  The Role of the Lateral Intraparietal Area in (the Study of) Decision Making.

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3.  Neuronal pattern separation of motion-relevant input in LIP activity.

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6.  Comment on "Single-trial spike trains in parietal cortex reveal discrete steps during decision-making".

Authors:  Michael N Shadlen; Roozbeh Kiani; William T Newsome; Joshua I Gold; Daniel M Wolpert; Ariel Zylberberg; Jochen Ditterich; Victor de Lafuente; Tianming Yang; Jamie Roitman
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7.  The sequential encoding of competing action goals involves dynamic restructuring of motor plans in working memory.

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Review 10.  Social Decision-Making and the Brain: A Comparative Perspective.

Authors:  Sébastien Tremblay; K M Sharika; Michael L Platt
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