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DIANA, a Process-Oriented Model of Human Auditory Word Recognition

This article presents DIANA, a new, process-oriented model of human auditory word recognition, which takes as its input the acoustic signal and can produce as its output word identifications and lexicality decisions, as well as reaction times. This makes it possible to compare its output with human...

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Detalles Bibliográficos
Autores principales: ten Bosch, Louis, Boves, Lou, Ernestus, Mirjam
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9140177/
https://www.ncbi.nlm.nih.gov/pubmed/35625067
http://dx.doi.org/10.3390/brainsci12050681
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author ten Bosch, Louis
Boves, Lou
Ernestus, Mirjam
author_facet ten Bosch, Louis
Boves, Lou
Ernestus, Mirjam
author_sort ten Bosch, Louis
collection PubMed
description This article presents DIANA, a new, process-oriented model of human auditory word recognition, which takes as its input the acoustic signal and can produce as its output word identifications and lexicality decisions, as well as reaction times. This makes it possible to compare its output with human listeners’ behavior in psycholinguistic experiments. DIANA differs from existing models in that it takes more available neuro-physiological evidence on speech processing into account. For instance, DIANA accounts for the effect of ambiguity in the acoustic signal on reaction times following the Hick–Hyman law and it interprets the acoustic signal in the form of spectro-temporal receptive fields, which are attested in the human superior temporal gyrus, instead of in the form of abstract phonological units. The model consists of three components: activation, decision and execution. The activation and decision components are described in detail, both at the conceptual level (in the running text) and at the computational level (in the Appendices). While the activation component is independent of the listener’s task, the functioning of the decision component depends on this task. The article also describes how DIANA could be improved in the future in order to even better resemble the behavior of human listeners.
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spelling pubmed-91401772022-05-28 DIANA, a Process-Oriented Model of Human Auditory Word Recognition ten Bosch, Louis Boves, Lou Ernestus, Mirjam Brain Sci Article This article presents DIANA, a new, process-oriented model of human auditory word recognition, which takes as its input the acoustic signal and can produce as its output word identifications and lexicality decisions, as well as reaction times. This makes it possible to compare its output with human listeners’ behavior in psycholinguistic experiments. DIANA differs from existing models in that it takes more available neuro-physiological evidence on speech processing into account. For instance, DIANA accounts for the effect of ambiguity in the acoustic signal on reaction times following the Hick–Hyman law and it interprets the acoustic signal in the form of spectro-temporal receptive fields, which are attested in the human superior temporal gyrus, instead of in the form of abstract phonological units. The model consists of three components: activation, decision and execution. The activation and decision components are described in detail, both at the conceptual level (in the running text) and at the computational level (in the Appendices). While the activation component is independent of the listener’s task, the functioning of the decision component depends on this task. The article also describes how DIANA could be improved in the future in order to even better resemble the behavior of human listeners. MDPI 2022-05-23 /pmc/articles/PMC9140177/ /pubmed/35625067 http://dx.doi.org/10.3390/brainsci12050681 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
ten Bosch, Louis
Boves, Lou
Ernestus, Mirjam
DIANA, a Process-Oriented Model of Human Auditory Word Recognition
title DIANA, a Process-Oriented Model of Human Auditory Word Recognition
title_full DIANA, a Process-Oriented Model of Human Auditory Word Recognition
title_fullStr DIANA, a Process-Oriented Model of Human Auditory Word Recognition
title_full_unstemmed DIANA, a Process-Oriented Model of Human Auditory Word Recognition
title_short DIANA, a Process-Oriented Model of Human Auditory Word Recognition
title_sort diana, a process-oriented model of human auditory word recognition
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9140177/
https://www.ncbi.nlm.nih.gov/pubmed/35625067
http://dx.doi.org/10.3390/brainsci12050681
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