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文件名称: Affective Assessment by digital processing of the pupil diameter
  所属分类: 医疗
  开发工具:
  文件大小: 1mb
  下载次数: 0
  上传时间: 2013-08-09
  提 供 者: win****
 详细说明: Previous research found that the pupil diameter (PD) can be an indication of affective state, but this approach to the detection of the affective state of a computer user has not been investigated fully. We propose a new affective sensing approach to evaluate the computer user’s affective states as they transition from “relaxation” to “stress,” through processing the PD signal. Wavelet denoising and Kalman filtering were used to preprocess the PD signal. Then, three features were extracted from it and five classification algorit hms were used to evaluate the overall performance of the identification of “stress” states in the computer users, achieving an average accuracy of 83.16 percent, with the highest accuracy of 84.21 percent reached with a Multilayer Perceptron and a Naive Bayes classifier. ...展开收缩
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