DocumentCode
2238703
Title
An Exploration of Native Speakers´ Eye Fixations in Reading Chinese Text
Author
Liu, Chao-Lin ; Weng, Juei-Yu ; Chuang, Yi-Hsuan ; Tsai, Jie-Li
Author_Institution
Dept. of Comput. Sci., Nat. Chengchi Univ., Taipei, Taiwan
fYear
2010
fDate
18-20 Nov. 2010
Firstpage
66
Lastpage
71
Abstract
We collected the locations of eye fixations of Chinese native speakers when they read four Chinese articles, and attempted to analyze how the contextual linguistic and personal information influence the landing positions within the landing sites. In addition, we employed machine learning techniques to build models for the prediction of the landing positions. The models performed well for the closed tests, achieving 78% in accuracy in predicting whether a reader´s eyes landed on the first or the second character within a word that contained two characters. Unfortunately, the accuracy for the same task in the 10-fold cross validations dropped to 60%, indicating the necessity of more future work.
Keywords
learning (artificial intelligence); text analysis; Chinese native speakers; Chinese text; cross validation; eye fixation; eye landing position; machine learning; Chinese segmentation; Eye tracking; machine learning; natural language processing; reading patterns;
fLanguage
English
Publisher
ieee
Conference_Titel
Technologies and Applications of Artificial Intelligence (TAAI), 2010 International Conference on
Conference_Location
Hsinchu City
Print_ISBN
978-1-4244-8668-7
Electronic_ISBN
978-0-7695-4253-9
Type
conf
DOI
10.1109/TAAI.2010.22
Filename
5695434
Link To Document