Title :
Study of Eye Movement Behavior Pattern Diversity between Chinese Ethnic Groups
Author :
Duan Xiaodong ; Lu Bo ; Liu Peng ; Gao Chunhong
Author_Institution :
Dalian Key Lab. of Digital Technol. for Nat. Culture, Dalian Nat. Univ., Dalian, China
Abstract :
China is a country of many different ethnic groups since genetic, geographical and culture formation of a different customs and ways of thinking. In order to study the eye movement behavior when the different ethnic groups observe things, firstly, we use Tobii eye tracker to record the representation data from the different ethnic groups which are used to solve Sudoku problem. Meanwhile, the data from different ethnic groups were compressed into 16 dimensional data and constructed the data sets. Secondly, we analysis the diversity of eye movement behavior data sets derive from Buyi, Mongolian, Korean, Dong and Han five ethnics respectively. Furthermore, a variety of machine learning methods are explored to analysis the eye movement behavior data sets. The experimental results show that eye movement behavior diversity between different ethnic groups.
Keywords :
cultural aspects; data analysis; learning (artificial intelligence); Buyi ethnics; Chinese ethnic groups; Dong ethnics; Han ethnics; Korean ethnics; Mongolian ethnics; Sudoku problem; Tobii eye tracker; culture formation; data sets; eye movement behavior pattern diversity; genetic formation; geographical formation; machine learning methods; Accuracy; Benchmark testing; Learning systems; Support vector machines; Tracking; Training; Tobii eye tracker; data mining; ethnic groups; eye movement behavior;
Conference_Titel :
Computational Intelligence & Communication Technology (CICT), 2015 IEEE International Conference on
Conference_Location :
Ghaziabad
Print_ISBN :
978-1-4799-6022-4
DOI :
10.1109/CICT.2015.160