Bridging the gap between graph modeling and developmental psycholinguistics: An experiment on measuring lexical proximity in Chinese semantic space

Shu-Kai HSIEH, Chun-Han CHANG, Ivy KUO, Hin Tat CHEUNG, Chu-Ren HUANG, Bruno GAUME

Research output: Chapter in Book/Report/Conference proceedingChapter

2 Citations (Scopus)

Abstract

Modeling of semantic space is a new and challenging research topic both in cognitive science and linguistics. Existing approaches can be classified into two different types according to how the calculation are done: either a word-by-word co-occurrence matrix or a word-by-context matrix (Riordan 2007). In this paper, we argue that the existing popular distributional semantic model (vector space model), does not adequately explain the age-ofacquisition data in Chinese. An alternatively measure of semantic proximity called PROX (Gaume et al, 2006) is applied instead. The application or PROX has interesting psycholinguistic implications. Unlike previous semantic space models, PROX can be trained with children's data as well as adult data. This allows us to test the hypothesis that children's semantic space approximates the target of acquisition: adult's semantic space. It also allows us to compare our Chinese experiment results with French results to see to attest the universality of the approximation model. Copyright © 2009 by Shu-Kai Hsieh, Chun-Han Chang, Ivy Kuo, Hintat Cheung, Chu-Ren Huang, and Bruno Gaume.

Original languageEnglish
Title of host publicationPACLIC 23: Proceedings of the 23rd Pacific Asia Conference on Language, Information and Computation
EditorsOlivia KWONG
Place of PublicationHong Kong
PublisherCity University of Hong Kong Press
Pages686-693
Volume2
ISBN (Print)9789624423204, 9624423202
Publication statusPublished - 2009

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Semantics
Experiments
Vector spaces
Linguistics

Citation

Hsieh, S.-K., Chang, C.-H., Kuo, I., Cheung, H., Huang, C.-R., & Gaume, B. (2009). Bridging the gap between graph modeling and developmental psycholinguistics: An experiment on measuring lexical proximity in Chinese semantic space. In O. Kwong (Ed.), PACLIC 23: Proceedings of the 23rd Pacific Asia Conference on Language, Information and Computation (Vol. 2, pp. 686-693). Hong Kong: City University of Hong Kong Press.