TY - JOUR
T1 - Estimating the effect of word predictability on eye movements in Chinese reading using latent semantic analysis and transitional probability
AU - Wang, Hsueh-Cheng
AU - Pomplun, Marc
AU - Chen, Minglei
AU - Ko, Hwawei
AU - Rayner, Keith
PY - 2010/7/1
Y1 - 2010/7/1
N2 - 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.
AB - 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.
KW - Chinese reading
KW - Eye movements
KW - Latent semantic analysis
KW - Transitional probability
KW - Word predictability
UR - http://www.scopus.com/inward/record.url?scp=77954147111&partnerID=8YFLogxK
U2 - 10.1080/17470210903380814
DO - 10.1080/17470210903380814
M3 - Article
C2 - 19998069
AN - SCOPUS:77954147111
VL - 63
SP - 1374
EP - 1386
JO - Quarterly Journal of Experimental Psychology
JF - Quarterly Journal of Experimental Psychology
SN - 1747-0218
IS - 7
ER -