Cited by 383Multisensory perception and integrationVisual perception and processing mechanismsVestibular and auditory disorders

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Multisensory integration: psychophysics, neurophysiology, and computation

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Angelaki, Dora E, Gu, Yong, DeAngelis, Gregory C·2009·Current Opinion in Neurobiology

DOI 10.1016/j.conb.2009.06.008PMC PMC2749464

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Abstract

Fundamental observations and principles derived from traditional physiological studies of multisensory integration have been difficult to reconcile with computational and psychophysical studies that share the foundation of probabilistic (Bayesian) inference. We review recent work on multisensory integration, focusing on experiments that bridge single-cell electrophysiology, psychophysics, and computational principles. These studies show that multisensory (visual-vestibular) neurons can account for near-optimal cue integration during the perception of self-motion. Unlike the nonlinear (superadditive) interactions emphasized in some previous studies, visual-vestibular neurons accomplish near-optimal cue integration through subadditive linear summation of their inputs, consistent with recent computational theories. Important issues remain to be resolved, including the observation that variations in cue reliability appear to change the weights that neurons apply to their different sensory inputs.

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Untitled work
(1966) · Medical Entomology and Zoology · Cited by 10,293
Signal detection theory and psychophysics
Ingleby, D. (1967) · Journal of Sound and Vibration · doi:10.1016/0022-460x(67)90197-6 · Cited by 8,616
Humans integrate visual and haptic information in a statistically optimal fashion
Ernst, M. O., & Banks, M. S. (2002) · Nature · doi:10.1038/415429a · Cited by 4,844
The Bayesian brain: The role of uncertainty in neural coding and computation
Knill, D. C., & Pouget, A. (2004) · Trends in Neurosciences · doi:10.1016/j.tins.2004.10.007 · Cited by 2,588
The Ventriloquist Effect Results from Near-Optimal Bimodal Integration
Alais, D., & Burr, D. (2004) · Current Biology · doi:10.1016/j.cub.2004.01.029 · Cited by 1,936
Normalization of cell responses in cat striate cortex
Heeger, D. J. (1992) · Visual Neuroscience · doi:10.1017/s0952523800009640 · Cited by 1,835
Multisensory integration: current issues from the perspective of the single neuron
Stein, B. E., & Stanford, T. R. (2008) · Nature Reviews Neuroscience · doi:10.1038/nrn2331 · Cited by 1,598
Bayesian inference with probabilistic population codes
Ma, W. J., Beck, J. M., Latham, P. E., & Pouget, A. (2006) · Nature Neuroscience · doi:10.1038/nn1790 · Cited by 1,457
Object perception as Bayesian inference
Kersten, D., Mamassian, P., & Yuille, A. (2004) · Annual Review of Psychology · doi:10.1146/annurev.psych.55.090902.142005 · Cited by 1,269
A relationship between behavioral choice and the visual responses of neurons in macaque MT
Britten, K. H., Newsome, W. T., Shadlen, M. N., Celebrini, S., & Movshon, J. A. (1996) · Visual Neuroscience · doi:10.1017/s095252380000715x · Cited by 1,049

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Wang, Y. (2020) · Springer eBooks · doi:10.1007/978-3-030-38360-2_6 · Cited by 3
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Palla, A., Straumann, D., & Tarnutzer, A. A. (2009) · Handbook of clinical neurophysiology · doi:10.1016/s1567-4231(10)09016-7 · Cited by 1
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Authors: Angelaki, D. E., Gu, Y., & DeAngelis, G. C.
Affiliations: Washington University in St. Louis (US)
University of Rochester (US)
Corresponding author: Angelaki, Dora E
ORCID: Angelaki, Dora E
Gu, Yong
DeAngelis, Gregory C
Venue: Current Opinion in Neurobiology
Publisher: Elsevier BV
Published: 2009-08
Volume: 19
Issue: 4
Pages: 452-458
ISSN: 0959-4388 (ISSN-L)
DOI: 10.1016/j.conb.2009.06.008
PMC: PMC2749464
OpenAlex: W2013652395
Cited by: 383
References: 51
Citations by year: 2026: 18 · 2025: 30 · 2024: 26 · 2023: 40 · 2022: 20 · 2021: 20 · 2020: 30 · 2019: 18 · 2018: 18 · 2017: 27 · 2016: 20 · 2015: 20 · 2014: 17 · 2013: 19 · 2012: 25
FWCI: 2.88
Type: journal article
Language: en
Open access: green
www.ncbi.nlm.nih.gov
Licence: www.elsevier.com/tdm/userlicense/1.0/ (tdm)
www.elsevier.com/legal/tdmrep-license (tdm)
Locations: Current Opinion in Neurobiology (publishedVersion)
PubMed (publishedVersion)
PubMed Central (acceptedVersion)
Funders: National Institutes of Health
National Eye Institute (R01EY019087, EY-019087, R01EY017866, EY-017866, R01EY016178)
Topics: Social Sciences › Psychology › Experimental and Cognitive Psychology › Multisensory perception and integration
Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
Life Sciences › Neuroscience › Neurology › Vestibular and auditory disorders
Keywords: multisensory integration, self-motion perception, cue integration, Bayesian inference, cue reliability, sensory weighting, single-cell electrophysiology, psychophysics
MeSH terms: Animals, Brain, Models, Neurological, Nerve Net, Synaptic Transmission, Neurons, Sensation, Sensory Thresholds, Neural Networks, Computer

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Multisensory integration: psychophysics, neurophysiology, and computation

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