Sociolinguistic Perception as Inference Under Uncertainty

Social and linguistic perceptions are linked. On one hand, talker identity affects speech perception. On the other hand, speech itself provides information about a talker's identity. Here, we propose that the same probabilistic knowledge might underlie both socially conditioned linguistic infer...

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Bibliographic Details
Main Authors: Florian Jaeger, T. (Author), Kleinschmidt, D.F (Author), Weatherholtz, K. (Author)
Format: Article
Language:English
Published: Wiley-Blackwell 2018
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Online Access:View Fulltext in Publisher
Description
Summary:Social and linguistic perceptions are linked. On one hand, talker identity affects speech perception. On the other hand, speech itself provides information about a talker's identity. Here, we propose that the same probabilistic knowledge might underlie both socially conditioned linguistic inferences and linguistically conditioned social inferences. Our computational–level approach—the ideal adapter—starts from the idea that listeners use probabilistic knowledge of covariation between social, linguistic, and acoustic cues in order to infer the most likely explanation of the speech signals they hear. As a first step toward understanding social inferences in this framework, we use a simple ideal observer model to show that it would be possible to infer aspects of a talker's identity using cue distributions based on actual speech production data. This suggests the possibility of a single formal framework for social and linguistic inferences and the interactions between them. © 2018 Cognitive Science Society, Inc.
ISBN:17568757 (ISSN)
DOI:10.1111/tops.12331