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The Effects of Evidence Bounds on Decision-Making: Theoretical and Empirical Developments

Converging findings from behavioral, neurophysiological, and neuroimaging studies suggest an integration-to-boundary mechanism governing decision formation and choice selection. This mechanism is supported by sequential sampling models of choice decisions, which can implement statistically optimal d...

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Detalles Bibliográficos
Autor principal: Zhang, Jiaxiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Research Foundation 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3409448/
https://www.ncbi.nlm.nih.gov/pubmed/22870070
http://dx.doi.org/10.3389/fpsyg.2012.00263
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author Zhang, Jiaxiang
author_facet Zhang, Jiaxiang
author_sort Zhang, Jiaxiang
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description Converging findings from behavioral, neurophysiological, and neuroimaging studies suggest an integration-to-boundary mechanism governing decision formation and choice selection. This mechanism is supported by sequential sampling models of choice decisions, which can implement statistically optimal decision strategies for selecting between multiple alternative options on the basis of sensory evidence. This review focuses on recent developments in understanding the evidence boundary, an important component of decision-making raised by experimental findings and models. The article starts by reviewing the neurobiology of perceptual decisions and several influential sequential sampling models, in particular the drift-diffusion model, the Ornstein–Uhlenbeck model and the leaky-competing-accumulator model. In the second part, the article examines how the boundary may affect a model’s dynamics and performance and to what extent it may improve a model’s fits to experimental data. In the third part, the article examines recent findings that support the presence and site of boundaries in the brain. The article considers two questions: (1) whether the boundary is a spontaneous property of neural integrators, or is controlled by dedicated neural circuits; (2) if the boundary is variable, what could be the driving factors behind boundary changes? The review brings together studies using different experimental methods in seeking answers to these questions, highlights psychological and physiological factors that may be associated with the boundary and its changes, and further considers the evidence boundary as a generic mechanism to guide complex behavior.
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spelling pubmed-34094482012-08-06 The Effects of Evidence Bounds on Decision-Making: Theoretical and Empirical Developments Zhang, Jiaxiang Front Psychol Psychology Converging findings from behavioral, neurophysiological, and neuroimaging studies suggest an integration-to-boundary mechanism governing decision formation and choice selection. This mechanism is supported by sequential sampling models of choice decisions, which can implement statistically optimal decision strategies for selecting between multiple alternative options on the basis of sensory evidence. This review focuses on recent developments in understanding the evidence boundary, an important component of decision-making raised by experimental findings and models. The article starts by reviewing the neurobiology of perceptual decisions and several influential sequential sampling models, in particular the drift-diffusion model, the Ornstein–Uhlenbeck model and the leaky-competing-accumulator model. In the second part, the article examines how the boundary may affect a model’s dynamics and performance and to what extent it may improve a model’s fits to experimental data. In the third part, the article examines recent findings that support the presence and site of boundaries in the brain. The article considers two questions: (1) whether the boundary is a spontaneous property of neural integrators, or is controlled by dedicated neural circuits; (2) if the boundary is variable, what could be the driving factors behind boundary changes? The review brings together studies using different experimental methods in seeking answers to these questions, highlights psychological and physiological factors that may be associated with the boundary and its changes, and further considers the evidence boundary as a generic mechanism to guide complex behavior. Frontiers Research Foundation 2012-08-01 /pmc/articles/PMC3409448/ /pubmed/22870070 http://dx.doi.org/10.3389/fpsyg.2012.00263 Text en Copyright © 2012 Zhang. http://www.frontiersin.org/licenseagreement This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in other forums, provided the original authors and source are credited and subject to any copyright notices concerning any third-party graphics etc.
spellingShingle Psychology
Zhang, Jiaxiang
The Effects of Evidence Bounds on Decision-Making: Theoretical and Empirical Developments
title The Effects of Evidence Bounds on Decision-Making: Theoretical and Empirical Developments
title_full The Effects of Evidence Bounds on Decision-Making: Theoretical and Empirical Developments
title_fullStr The Effects of Evidence Bounds on Decision-Making: Theoretical and Empirical Developments
title_full_unstemmed The Effects of Evidence Bounds on Decision-Making: Theoretical and Empirical Developments
title_short The Effects of Evidence Bounds on Decision-Making: Theoretical and Empirical Developments
title_sort effects of evidence bounds on decision-making: theoretical and empirical developments
topic Psychology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3409448/
https://www.ncbi.nlm.nih.gov/pubmed/22870070
http://dx.doi.org/10.3389/fpsyg.2012.00263
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