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Modality-Constrained Statistical Learning of Tactile, Visual, and Auditory Sequences.

Christopher M. ConwayMorten H. Christiansen

Abstract

The authors investigated the extent to which touch, vision, and audition mediate the processing of statistical regularities within sequential input. Few researchers have conducted rigorous comparisons across sensory modalities; in particular, the sense of touch has been virtually ignored. The current data reveal not only commonalities but also modality constraints affecting statistical learning across the senses. To be specific, the authors found that the auditory modality displayed a quantitative learning advantage compared with vision and touch. In addition, they discovered qualitative learning biases among the senses: Primarily, audition afforded better learning for the final part of input sequences. These findings are discussed in terms of whether statistical learning is likely to consist of a single, unitary mechanism or multiple, modality-constrained ones.

Multisensory perception and integrationNeuroscience and Music PerceptionMusic and Audio ProcessingModality (human–computer interaction)Statistical learningStimulus modalityModalitiesPsychologyPerceptionComputer scienceSensory systemUnitary stateAuditory perception

MeSH terms

Auditory PerceptionHumansLearningPsychologyReaction TimeTime PerceptionTouchVisual Perception
Citations
540
FWCI
11.08
field-weighted impact
References
70
Percentile
99%
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References
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Neuropsychologia · 1971 · 36,454 citations
Statistical learning of higher-order temporal structure from visual shape sequences.
Journal of Experimental Psychology Learning Memory and Cognition · 2002 · 508 citations
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