Adverse conditions improve distinguishability of auditory, motor and perceptuo-motor theories of speech perception: an exploratory Bayesian modeling study - Archive ouverte HAL Access content directly
Journal Articles Language and Cognitive Processes Year : 2012

Adverse conditions improve distinguishability of auditory, motor and perceptuo-motor theories of speech perception: an exploratory Bayesian modeling study

(1) , (1, 2) , (2, 3) , (1) , (4)
1
2
3
4

Abstract

In this paper, we put forward a computational framework for the comparison between motor, auditory, and perceptuo-motor theories of speech communication. We first recall the basic arguments of these three sets of theories, either applied to speech perception or to speech production. Then we expose a unifying Bayesian model able to express each theory in a probabilistic way. Focusing on speech perception, we demonstrate that under two hypotheses, regarding communication noise and inter-speaker variability, providing perfect conditions for speech communication, motor, and auditory theories are indistinguishable. We then degrade successively each hypothesis to study the distinguish- ability of the different theories in ''adverse'' conditions. We first present simulations on a simplified implementation of the model with mono-dimensional sensory and motor variables, and secondly we consider a simulation of the human vocal tract providing more realistic auditory and articulatory variables. Simulation results allow us to emphasise the respective roles of motor and auditory knowledge in various conditions of speech perception in adverse conditions, and to suggest some guidelines for future studies aiming at assessing the role of motor knowledge in speech perception.
Fichier principal
Vignette du fichier
moulin-frier12.pdf (2.33 Mo) Télécharger le fichier
Origin : Files produced by the author(s)
Loading...

Dates and versions

hal-01059179 , version 1 (29-08-2014)

Identifiers

Cite

Clément Moulin-Frier, Raphaël Laurent, Pierre Bessière, Jean-Luc Schwartz, Julien Diard. Adverse conditions improve distinguishability of auditory, motor and perceptuo-motor theories of speech perception: an exploratory Bayesian modeling study. Language and Cognitive Processes, 2012, 27 (7-8), pp.1240-1263. ⟨10.1080/01690965.2011.645313⟩. ⟨hal-01059179⟩
687 View
394 Download

Altmetric

Share

Gmail Facebook Twitter LinkedIn More