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Author:

Li Mi (Li Mi.) (Scholars:栗觅) | Lu Shengfu (Lu Shengfu.) | Tan Xue (Tan Xue.) | Zhou Yu (Zhou Yu.) | Zhong Ning (Zhong Ning.)

Indexed by:

CPCI-S EI Scopus

Abstract:

To investigate the different modes of human thinking, we designed an eye tracking experiment during people recognized two category images of histograms and scenes, and used the support vector machine (SVM) classification algorithm to classify these eye movement data. The results of statistical analysis showed that there were significant differences in saccade distance and pupil diameter between these two category images. By the feature selection, normalization of data preprocessing, and SVM classification, the results of classification analysis showed that there was a better performance on the classification of the histograms and scenes. These results suggest we can identify the modes of human thinking through the SVM classification methods based on the eye movement data.

Keyword:

Modes of human thinking Eye movement histograms SVM scenes

Author Community:

  • [ 1 ] [Li Mi]Liaoning ShiHua Univ, Sch Comp & Commun Engn, Liaoning 113001, Peoples R China
  • [ 2 ] [Li Mi]Beijing Univ Technol, Int WIC Inst, Beijing 100124, Peoples R China
  • [ 3 ] [Lu Shengfu]Beijing Univ Technol, Int WIC Inst, Beijing 100124, Peoples R China
  • [ 4 ] [Tan Xue]Beijing Univ Technol, Int WIC Inst, Beijing 100124, Peoples R China
  • [ 5 ] [Zhou Yu]Beijing Univ Technol, Int WIC Inst, Beijing 100124, Peoples R China
  • [ 6 ] [Zhong Ning]Beijing Univ Technol, Int WIC Inst, Beijing 100124, Peoples R China
  • [ 7 ] [Zhong Ning]Maebashi Inst Technol, Dept Life Sci & Informat, Maebashi 3710816, Japan
  • [ 8 ] [Li Mi]Beijing Key Lab MRI & Brain Informat, Beijing 100153, Peoples R China
  • [ 9 ] [Lu Shengfu]Beijing Key Lab MRI & Brain Informat, Beijing 100153, Peoples R China
  • [ 10 ] [Tan Xue]Beijing Key Lab MRI & Brain Informat, Beijing 100153, Peoples R China
  • [ 11 ] [Zhou Yu]Beijing Key Lab MRI & Brain Informat, Beijing 100153, Peoples R China
  • [ 12 ] [Zhong Ning]Beijing Key Lab MRI & Brain Informat, Beijing 100153, Peoples R China

Reprint Author's Address:

  • 栗觅

    [Li Mi]Liaoning ShiHua Univ, Sch Comp & Commun Engn, Liaoning 113001, Peoples R China

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Source :

MEASUREMENT TECHNOLOGY AND ENGINEERING RESEARCHES IN INDUSTRY, PTS 1-3

ISSN: 1660-9336

Year: 2013

Volume: 333-335

Page: 1328-,

Language: English

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 7

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