Analyzing language samples of Spanish-English bilingual children for the automated prediction of language dominance

被引:6
|
作者
Solorio, T. [1 ]
Sherman, M.
Liu, Y. [2 ]
Bedore, L. M. [3 ]
Pena, E. D. [3 ]
Iglesias, A. [4 ]
机构
[1] Univ Alabama Birmingham, Dept Comp & Informat Sci, Birmingham, AL 35294 USA
[2] Univ Texas Dallas, Dept Comp Sci, Dallas, TX 75080 USA
[3] Univ Texas Austin, Dept Commun Sci & Disorders, Austin, TX 78712 USA
[4] Temple Univ, Dept Commun Sci & Disorders, Philadelphia, PA 19140 USA
基金
美国国家科学基金会;
关键词
SPEAKING CHILDREN; SPEECH; SLI; DISRUPTIONS; IMPAIRMENT;
D O I
10.1017/S1351324910000252
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this work we study how features typically used in natural language processing tasks, together with measures from syntactic complexity, can be adapted to the problem of developing language profiles of bilingual children. Our experiments show that these features can provide high discriminative value for predicting language dominance from story retells in a Spanish-English bilingual population of children. Moreover, some of our proposed features are even more powerful than measures commonly used by clinical researchers and practitioners for analyzing spontaneous language samples of children. This study shows that the field of natural language processing has the potential to make significant contributions to communication disorders and related areas.
引用
收藏
页码:367 / 395
页数:29
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