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  A New Perceptual Bias Reveals Suboptimal Population Decoding of Sensory Responses

Putzeys, T., Bethge, M., Wichmann, F., Wagemans, J., & Goris, R. (2012). A New Perceptual Bias Reveals Suboptimal Population Decoding of Sensory Responses. PLoS Computational Biology, 8(4), 1-13. doi:10.1371/journal.pcbi.1002453.

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Item Permalink: http://hdl.handle.net/11858/00-001M-0000-0013-B7CE-4 Version Permalink: http://hdl.handle.net/21.11116/0000-0001-8777-1
Genre: Journal Article

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Putzeys, T, Author
Bethge, M1, 2, Author              
Wichmann, F, Author              
Wagemans, J, Author
Goris, R, Author
Affiliations:
1Research Group Computational Vision and Neuroscience, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497805              
2Max Planck Institute for Biological Cybernetics, Max Planck Society, Spemannstrasse 38, 72076 Tübingen, DE, ou_1497794              

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 Abstract: Several studies have reported optimal population decoding of sensory responses in two-alternative visual discrimination tasks. Such decoding involves integrating noisy neural responses into a more reliable representation of the likelihood that the stimuli under consideration evoked the observed responses. Importantly, an ideal observer must be able to evaluate likelihood with high precision and only consider the likelihood of the two relevant stimuli involved in the discrimination task. We report a new perceptual bias suggesting that observers read out the likelihood representation with remarkably low precision when discriminating grating spatial frequencies. Using spectrally filtered noise, we induced an asymmetry in the likelihood function of spatial frequency. This manipulation mainly affects the likelihood of spatial frequencies that are irrelevant to the task at hand. Nevertheless, we find a significant shift in perceived grating frequency, indicating that observers evaluate likelihoods of a broad range of irrelevant frequencies and discard prior knowledge of stimulus alternatives when performing two-alternative discrimination.

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 Dates: 2012-04
 Publication Status: Published online
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 Identifiers: DOI: 10.1371/journal.pcbi.1002453
eDoc: e1002453
BibTex Citekey: PutzeysBWWG2012
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Title: PLoS Computational Biology
Source Genre: Journal
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Pages: - Volume / Issue: 8 (4) Sequence Number: - Start / End Page: 1 - 13 Identifier: -