Causal inference in the multisensory brain

When combining information across different senses humans need to flexibly select cues of a common origin whilst avoiding distraction from irrelevant inputs. The brain could solve this challenge using a hierarchical principle, by deriving rapidly a fused sensory estimate for computational expediency...

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Main Authors: Cao, Y, Summerfield, C, Park, H, Giordano, B, Kayser, C
פורמט: Journal article
שפה:English
יצא לאור: Elsevier 2019
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author Cao, Y
Summerfield, C
Park, H
Giordano, B
Kayser, C
author_facet Cao, Y
Summerfield, C
Park, H
Giordano, B
Kayser, C
author_sort Cao, Y
collection OXFORD
description When combining information across different senses humans need to flexibly select cues of a common origin whilst avoiding distraction from irrelevant inputs. The brain could solve this challenge using a hierarchical principle, by deriving rapidly a fused sensory estimate for computational expediency and, later and if required, filtering out irrelevant signals based on the inferred sensory cause(s). Analysing time- and source- resolved human magnetoencephalographic data we unveil a systematic spatio- temporal cascade of the relevant computations, starting with early segregated unisensory representations, continuing with sensory fusion in parietal-temporal regions and culminating as causal inference in the frontal lobe. Our results reconcile previous computational accounts of multisensory perception by showing that prefrontal cortex guides flexible integrative behaviour based on candidate representations established in sensory and association cortices, thereby framing multisensory integration in the generalised context of adaptive behaviour.
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spelling oxford-uuid:5cbd3fad-6069-4ab5-bee5-930f072f03a92022-03-26T17:30:00ZCausal inference in the multisensory brainJournal articlehttp://purl.org/coar/resource_type/c_dcae04bcuuid:5cbd3fad-6069-4ab5-bee5-930f072f03a9EnglishSymplectic Elements at OxfordElsevier2019Cao, YSummerfield, CPark, HGiordano, BKayser, CWhen combining information across different senses humans need to flexibly select cues of a common origin whilst avoiding distraction from irrelevant inputs. The brain could solve this challenge using a hierarchical principle, by deriving rapidly a fused sensory estimate for computational expediency and, later and if required, filtering out irrelevant signals based on the inferred sensory cause(s). Analysing time- and source- resolved human magnetoencephalographic data we unveil a systematic spatio- temporal cascade of the relevant computations, starting with early segregated unisensory representations, continuing with sensory fusion in parietal-temporal regions and culminating as causal inference in the frontal lobe. Our results reconcile previous computational accounts of multisensory perception by showing that prefrontal cortex guides flexible integrative behaviour based on candidate representations established in sensory and association cortices, thereby framing multisensory integration in the generalised context of adaptive behaviour.
spellingShingle Cao, Y
Summerfield, C
Park, H
Giordano, B
Kayser, C
Causal inference in the multisensory brain
title Causal inference in the multisensory brain
title_full Causal inference in the multisensory brain
title_fullStr Causal inference in the multisensory brain
title_full_unstemmed Causal inference in the multisensory brain
title_short Causal inference in the multisensory brain
title_sort causal inference in the multisensory brain
work_keys_str_mv AT caoy causalinferenceinthemultisensorybrain
AT summerfieldc causalinferenceinthemultisensorybrain
AT parkh causalinferenceinthemultisensorybrain
AT giordanob causalinferenceinthemultisensorybrain
AT kayserc causalinferenceinthemultisensorybrain