Estimation of certainty for multiple choice tasks using features of eye-movements

  • Authors:
  • Minoru Nakayama;Yosiyuki Takahasi

  • Affiliations:
  • Tokyo Institute of Technology;Tokyo Institute of Technology

  • Venue:
  • Proceedings of the 2008 symposium on Eye tracking research & applications
  • Year:
  • 2008

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Abstract

To determine the performance of estimating the degree of "strength of belief" (SOB) of responses using eye-movements, the features of eye-movements were extracted while subjects answered questions and reviewed their own responses to multiple choice tasks. The estimation was conducted using Support Vector Machines (SVM) with features of eye-movements between two successive fixations. In the results, the overall estimation performances were significant when the prediction was calculated using certain combinations of features for answering and reviewing sessions respectively. In comparing feature combinations of eye-movements for significant estimations between answering and reviewing sessions, significant combinations components of features between the two sessions did not coincide.