Probability Matching as a Computational Strategy Used in Perception

Wozny, David R., Beierholm, Ulrik R., Shams, Ladan·2010·PLoS Computational Biology

Cited by (266)

Items 101–200 of 266

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  2. Bayesian Alternation during Tactile Augmentation
    Caspar Goeke, Serena Planera, Holger Finger, Peter König B · 2016 · Frontiers in Behavioral Neuroscience
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  4. Variance misperception under skewed empirical noise statistics explains overconfidence in the visual periphery
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  5. The context of experienced sensory discrepancies shapes multisensory integration and recalibration differently
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  11. Explicit knowledge of sensory non-redundancy can reduce the strength of multisensory integration
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  19. Audiovisual spatial recalibration but not integration is shaped by early sensory experience
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  71. Humans use underestimates of auditory spatial and temporal uncertainty for perceptual inference
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  72. Collective decision-making for dynamic environments with visual occlusions
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  74. Closing the loop on multisensory interactions: A neural architecture for multisensory causal inference and recalibration
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  81. Causal inference shapes crossmodal postdiction in multisensory integration
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  82. The influence of early audiovisual experience on multisensory integration and causal inference (commentary on Smyre et al., 2021)
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  86. Multisensory integration and its plasticity – How do innate and postnatal factors contribute to forming individual differences?
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  87. Complex multisensory causal inference in multi‐signal scenarios (commentary on Kayser, Debats & Heuer, 2024)
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  94. A Bayesian psychophysical model for angular variables
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