Literature DB >> 33147138

Rapid computations of spectrotemporal prediction error support perception of degraded speech.

Ediz Sohoglu1, Matthew H Davis2.   

Abstract

Human speech perception can be described as Bayesian perceptual inference but how are these Bayesian computations instantiated neurally? We used magnetoencephalographic recordings of brain responses to degraded spoken words and experimentally manipulated signal quality and prior knowledge. We first demonstrate that spectrotemporal modulations in speech are more strongly represented in neural responses than alternative speech representations (e.g. spectrogram or articulatory features). Critically, we found an interaction between speech signal quality and expectations from prior written text on the quality of neural representations; increased signal quality enhanced neural representations of speech that mismatched with prior expectations, but led to greater suppression of speech that matched prior expectations. This interaction is a unique neural signature of prediction error computations and is apparent in neural responses within 100 ms of speech input. Our findings contribute to the detailed specification of a computational model of speech perception based on predictive coding frameworks.
© 2020, Sohoglu and Davis.

Entities:  

Keywords:  MEG; human; neuroscience; predictive coding; spectrotemporal modulations; speech perception

Mesh:

Year:  2020        PMID: 33147138      PMCID: PMC7641582          DOI: 10.7554/eLife.58077

Source DB:  PubMed          Journal:  Elife        ISSN: 2050-084X            Impact factor:   8.140


  83 in total

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5.  Reconstructing the spectrotemporal modulations of real-life sounds from fMRI response patterns.

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Journal:  Proc Natl Acad Sci U S A       Date:  2017-04-18       Impact factor: 11.205

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8.  Functional localization based on measurements with a whole-head magnetometer system.

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Authors:  Taffeta M Elliott; Frédéric E Theunissen
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10.  Neural Prediction Errors Distinguish Perception and Misperception of Speech.

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  10 in total

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3.  Rapid computations of spectrotemporal prediction error support perception of degraded speech.

Authors:  Ediz Sohoglu; Matthew H Davis
Journal:  Elife       Date:  2020-11-04       Impact factor: 8.140

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Review 8.  On the encoding of natural music in computational models and human brains.

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9.  Does signal reduction imply predictive coding in models of spoken word recognition?

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10.  Parallel processing in speech perception with local and global representations of linguistic context.

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Journal:  Elife       Date:  2022-01-21       Impact factor: 8.140

  10 in total

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