Estimating the effect of word predictability on eye movements in Chinese reading using latent semantic analysis and transitional probability

被引:29
|
作者
Wang, Hsueh-Cheng [1 ]
Pomplun, Marc [1 ]
Chen, Minglei [2 ]
Ko, Hwawei [2 ]
Rayner, Keith [3 ]
机构
[1] Univ Massachusetts, Dept Comp Sci, Boston, MA 02125 USA
[2] Natl Cent Univ, Grad Inst Learning & Instruct, Chungli, Taiwan
[3] Univ Calif San Diego, San Diego, CA 92103 USA
关键词
Eye movements; Chinese reading; Word predictability; Latent semantic analysis; Transitional probability; Z-READER-MODEL; INFORMATION; FREQUENCY;
D O I
10.1080/17470210903380814
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
Latent semantic analysis (LSA) and transitional probability (TP), two computational methods used to reflect lexical semantic representation from large text corpora, were employed to examine the effects of word predictability on Chinese reading. Participants' eye movements were monitored, and the influence of word complexity (number of strokes), word frequency, and word predictability on different eye movement measures (first-fixation duration, gaze duration, and total time) were examined. We found influences of TP on first-fixation duration and gaze duration and of LSA on total time. The results suggest that TP reflects an early stage of lexical processing while LSA reflects a later stage.
引用
收藏
页码:1374 / 1386
页数:13
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