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作者:

Li, Bing (Li, Bing.) | Hu, Bin (Hu, Bin.) | Li, Xiaowei (Li, Xiaowei.) | Rao, Juan (Rao, Juan.) | Wang, Manman (Wang, Manman.) | Cai, Hanshu (Cai, Hanshu.)

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摘要:

Psychological distress affects college students' academic performance, and attention allocation plays an important role in learning process. In this paper, an experiment which combined smooth pursuit eye movement and alphabets recognition tasks was introduced, with the aim of discovering differences in attention allocation between psychological distress students and normal students. Three kinds of data were collected: the recording of alphabets recognition answers, the eye movement data, and the results of psychological test scale K10. We did statistical analysis on right answers, and the results of Analysis of Variance(ANOVA) showed the differences between psychological distress students and normal students were not statistically significant, however, accuracy changing with different velocities implied some differences. Then we adopted classification algorithms, and found the two groups could be distinguished using eye movement features related to attention allocation, with the highest accuracy of 76%. This also indicated attention allocation was different between the two groups.

关键词:

Attention allocation Classification Eye movement Psychological distress Smooth pursuit

作者机构:

  • [ 1 ] [Hu, Bin]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing, Peoples R China
  • [ 2 ] [Li, Bing]Lanzhou Univ, Sch Informat Sci & Engn, Lanzhou 730000, Peoples R China
  • [ 3 ] [Li, Xiaowei]Lanzhou Univ, Sch Informat Sci & Engn, Lanzhou 730000, Peoples R China
  • [ 4 ] [Rao, Juan]Lanzhou Univ, Sch Informat Sci & Engn, Lanzhou 730000, Peoples R China
  • [ 5 ] [Wang, Manman]Lanzhou Univ, Sch Informat Sci & Engn, Lanzhou 730000, Peoples R China
  • [ 6 ] [Cai, Hanshu]Lanzhou Univ, Sch Informat Sci & Engn, Lanzhou 730000, Peoples R China

通讯作者信息:

  • [Hu, Bin]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing, Peoples R China

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来源 :

HUMAN CENTERED COMPUTING, HCC 2014

ISSN: 0302-9743

年份: 2015

卷: 8944

页码: 104-114

语种: 英文

被引次数:

WoS核心集被引频次: 0

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ESI高被引论文在榜: 0 展开所有

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