TY - JOUR
T1 - Self-organizing map models of language acquisition
AU - Li, Ping
AU - Zhao, Xiaowei
PY - 2013
Y1 - 2013
N2 - Connectionist models have had a profound impact on theories of language. While most early models were inspired by the classic parallel distributed processing architecture, recent models of language have explored various other types of models, including self-organizing models for language acquisition. In this paper, we aim at providing a review of the latter type of models, and highlight a number of simulation experiments that we have conducted based on these models. We show that self-organizing connectionist models can provide significant insights into long-standing debates in both monolingual and bilingual language development. We suggest future directions in which these models can be extended, to better connect with behavioral and neural data, and to make clear predictions in testing relevant psycholinguistic theories.
AB - Connectionist models have had a profound impact on theories of language. While most early models were inspired by the classic parallel distributed processing architecture, recent models of language have explored various other types of models, including self-organizing models for language acquisition. In this paper, we aim at providing a review of the latter type of models, and highlight a number of simulation experiments that we have conducted based on these models. We show that self-organizing connectionist models can provide significant insights into long-standing debates in both monolingual and bilingual language development. We suggest future directions in which these models can be extended, to better connect with behavioral and neural data, and to make clear predictions in testing relevant psycholinguistic theories.
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U2 - 10.3389/fpsyg.2013.00828
DO - 10.3389/fpsyg.2013.00828
M3 - Review article
C2 - 24312061
AN - SCOPUS:84889676891
SN - 1664-1078
VL - 4
JO - Frontiers in Psychology
JF - Frontiers in Psychology
IS - NOV
M1 - Article 828
ER -