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Buildup and bistability in auditory streaming as an evidence accumulation process with saturation

A repeating triplet-sequence ABA(−) of non-overlapping brief tones, A and B, is a valued paradigm for studying auditory stream formation and the cocktail party problem. The stimulus is “heard” either as a galloping pattern (integration) or as two interleaved streams (segregation); the initial percep...

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Detalles Bibliográficos
Autores principales: Nguyen, Quynh-Anh, Rinzel, John, Curtu, Rodica
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7480857/
https://www.ncbi.nlm.nih.gov/pubmed/32853256
http://dx.doi.org/10.1371/journal.pcbi.1008152
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author Nguyen, Quynh-Anh
Rinzel, John
Curtu, Rodica
author_facet Nguyen, Quynh-Anh
Rinzel, John
Curtu, Rodica
author_sort Nguyen, Quynh-Anh
collection PubMed
description A repeating triplet-sequence ABA(−) of non-overlapping brief tones, A and B, is a valued paradigm for studying auditory stream formation and the cocktail party problem. The stimulus is “heard” either as a galloping pattern (integration) or as two interleaved streams (segregation); the initial percept is typically integration then followed by spontaneous alternations between segregation and integration, each being dominant for a few seconds. The probability of segregation grows over seconds, from near-zero to a steady value, defining the buildup function, BUF. Its stationary level increases with the difference in tone frequencies, DF, and the BUF rises faster. Percept durations have DF-dependent means and are gamma-like distributed. Behavioral and computational studies usually characterize triplet streaming either during alternations or during buildup. Here, our experimental design and modeling encompass both. We propose a pseudo-neuromechanistic model that incorporates spiking activity in primary auditory cortex, A1, as input and resolves perception along two network-layers downstream of A1. Our model is straightforward and intuitive. It describes the noisy accumulation of evidence against the current percept which generates switches when reaching a threshold. Accumulation can saturate either above or below threshold; if below, the switching dynamics resemble noise-induced transitions from an attractor state. Our model accounts quantitatively for three key features of data: the BUFs, mean durations, and normalized dominance duration distributions, at various DF values. It describes perceptual alternations without competition per se, and underscores that treating triplets in the sequence independently and averaging across trials, as implemented in earlier widely cited studies, is inadequate.
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spelling pubmed-74808572020-09-18 Buildup and bistability in auditory streaming as an evidence accumulation process with saturation Nguyen, Quynh-Anh Rinzel, John Curtu, Rodica PLoS Comput Biol Research Article A repeating triplet-sequence ABA(−) of non-overlapping brief tones, A and B, is a valued paradigm for studying auditory stream formation and the cocktail party problem. The stimulus is “heard” either as a galloping pattern (integration) or as two interleaved streams (segregation); the initial percept is typically integration then followed by spontaneous alternations between segregation and integration, each being dominant for a few seconds. The probability of segregation grows over seconds, from near-zero to a steady value, defining the buildup function, BUF. Its stationary level increases with the difference in tone frequencies, DF, and the BUF rises faster. Percept durations have DF-dependent means and are gamma-like distributed. Behavioral and computational studies usually characterize triplet streaming either during alternations or during buildup. Here, our experimental design and modeling encompass both. We propose a pseudo-neuromechanistic model that incorporates spiking activity in primary auditory cortex, A1, as input and resolves perception along two network-layers downstream of A1. Our model is straightforward and intuitive. It describes the noisy accumulation of evidence against the current percept which generates switches when reaching a threshold. Accumulation can saturate either above or below threshold; if below, the switching dynamics resemble noise-induced transitions from an attractor state. Our model accounts quantitatively for three key features of data: the BUFs, mean durations, and normalized dominance duration distributions, at various DF values. It describes perceptual alternations without competition per se, and underscores that treating triplets in the sequence independently and averaging across trials, as implemented in earlier widely cited studies, is inadequate. Public Library of Science 2020-08-27 /pmc/articles/PMC7480857/ /pubmed/32853256 http://dx.doi.org/10.1371/journal.pcbi.1008152 Text en © 2020 Nguyen et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Nguyen, Quynh-Anh
Rinzel, John
Curtu, Rodica
Buildup and bistability in auditory streaming as an evidence accumulation process with saturation
title Buildup and bistability in auditory streaming as an evidence accumulation process with saturation
title_full Buildup and bistability in auditory streaming as an evidence accumulation process with saturation
title_fullStr Buildup and bistability in auditory streaming as an evidence accumulation process with saturation
title_full_unstemmed Buildup and bistability in auditory streaming as an evidence accumulation process with saturation
title_short Buildup and bistability in auditory streaming as an evidence accumulation process with saturation
title_sort buildup and bistability in auditory streaming as an evidence accumulation process with saturation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7480857/
https://www.ncbi.nlm.nih.gov/pubmed/32853256
http://dx.doi.org/10.1371/journal.pcbi.1008152
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