Exploring the Nature and Development of Phonological Representations

Findings in infant speech perception suggest that early phonological perceptions may be syllabic in nature, and that there is a loss of sensitivity to nonnative contrasts toward the end of the first year of life. We present a neural network model that simulates these two phenomena. In addition, the model and simulations (1) demonstrate how information about stress can be utilized in generating syllable-like perceptions; (2) provide a simple means of extracting static representations from a dynamic and co-articulated signal; and (3) indicate that the development of “attractor” states may be necessary in network models of these phenomena.

[1]  David Zipser,et al.  Feature Discovery by Competive Learning , 1986, Cogn. Sci..

[2]  Geoffrey E. Hinton,et al.  Learning internal representations by error propagation , 1986 .

[3]  P. Menyuk,et al.  Language acquisition: Early strategies for the perception and production of words and sounds , 1986 .

[4]  Jeffrey L. Elman,et al.  Interactive processes in speech perception: the TRACE model , 1986 .

[5]  Stephen Grossberg,et al.  Competitive Learning: From Interactive Activation to Adaptive Resonance , 1987, Cogn. Sci..

[6]  Carsten Peterson,et al.  A Mean Field Theory Learning Algorithm for Neural Networks , 1987, Complex Syst..

[7]  Teuvo Kohonen,et al.  Self-Organization and Associative Memory , 1988 .

[8]  Teuvo Kohonen,et al.  The 'neural' phonetic typewriter , 1988, Computer.

[9]  H. Gleitman,et al.  Linguistics: The Cambridge Survey: Where learning begins: initial representations for language learning , 1988 .

[10]  P. Jusczyk,et al.  A precursor of language acquisition in young infants , 1988, Cognition.

[11]  Geoffrey E. Hinton Deterministic Boltzmann Learning Performs Steepest Descent in Weight-Space , 1989, Neural Computation.

[12]  Jeffrey L. Elman,et al.  Finding Structure in Time , 1990, Cogn. Sci..

[13]  Dennis Norris,et al.  A dynamic-net model of human speech recognition , 1991 .

[14]  Nick Chater,et al.  A phonologically motivated input representation for the modelling of auditory word perception in continuous speech , 1992 .

[15]  P. Jusczyk From general to language-specific capacities: the WRAPSA Model of how speech perception develops , 1993 .