ebooks logo journals logo reference works logo abstract databases logo
bullet  SIGN IN Register | Why Register? | Got a Voucher? alerts   marked lists   shopping cart 

informaworld

HOME   |   SEARCH   |   BROWSE
    Issues List       Latest Issue       Forthcoming Articles       Volume 13 Issue 1       Subscribe       Article       References       Cited By       Related articles      
<< firstfirst   < prevprev   Table of contentstoc   next >next   last >>last
Publisher Logo Publication Cover
Search within this journal

Syntactic systematicity arising from semantic predictions in a Hebbian-competitive network 

Authors: Robert F. Hadley;  Adam Rotaru-Varga;  Dirk V. Arnold; Vlad C. Cardei
DOI: 10.1080/09540090110052996
Publication Frequency: 4 issues per year
Published in: journal Connection Science, Volume 13, Issue 1 March 2001 , pages 73 - 94
Number of References: 25
Formats available: PDF (English)
Article Requests: Order Reprints : Request Permissions
View Article: View Article (PDF) View Article (PDF)


Abstract

A Hebbian-inspired, competitive network is presented which learns to predict the typical semantic features of denoting terms in simple and moderately complex sentences. In addition, the network learns to predict the appearance of syntactically key words, such as prepositions and relative pronouns. Importantly, as a by-product of the network's semantic training, a strong form of syntactic systematicity emerges. This systematicity is exhibited even at a novel, deeper level of clausal embedding. All network training is unsupervised with respect to error feedback. A novel variant of competitive learning and an unusual hierarchical architecture are presented. The relationship of this work to issues raised by Marcus and Phillips is explored.
Keywords: Systematicity; Semantic; Features; Language; Acquisition; Competitive; Learning; Connectionism
view references (25) : view citations
Bookmark with:
  • CiteULike
  • Del.icio.us
  • BibSonomy
  • Connotea
  • More bookmarks
Privacy Policy | Terms & Conditions | Accessibility | RSS
FAQs in: English . Français . Español . 中文(简体和繁體)
© 2010 Informa plc