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Self-organizing map models of language acquisition

  • Ping Li*
  • , Xiaowei Zhao
  • *Corresponding author for this work

Research output: Contribution to journalReview articlepeer-review

Abstract

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.

Original languageEnglish
Article number828
Number of pages15
JournalFrontiers in Psychology
Volume4
Issue numberNOV
DOIs
Publication statusPublished - 2013
Externally publishedYes

Keywords

  • Age of acquisition
  • Connectionism
  • Cross-language priming
  • Language acquisition
  • Lexical aspect
  • SOM
  • Vocabulary spurt

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