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移动终端用户交互行为的情感预测方法研究

  

  1. 贵州大学现代制造技术教育部重点实验室
  • 出版日期:2016-12-31 发布日期:2017-01-05
  • 基金资助:
    国家科技支撑计划项目(2014BAH05F01，2014BAH05F02，2014BAH05F03)；贵州省科技计划项目(黔科合J字 [2013]2108，Z字[2013]4005)；
    黔发改投资项目([2012]2747，[2012]2484)

Research on Emotional Forecast Method of the Mobile Terminal User Interaction Behavior

  1. Key Laboratory of Advanced Manufacturing Technology, Ministry of Education, Guizhou University
  • Online:2016-12-31 Published:2017-01-05

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摘要： 交互设计中用户的情感体验关系到设计的成功与否，对用户情感的研究一直是交
互设计的研究热点。人在与移动终端交互的过程中会产生情感，由于该情感具有主观性，很难
对其进行客观衡量。为此提出一种利用眼动指标和PAD 情感量表进行情感预测的方法，选择中
文版PAD 情感量表作为情感测量的工具，通过偏最小二乘回归分析建立眼动指标和PAD 情感
值的数学模型，进行实验设计。实验结果表明该数学模型能较为准确的进行情感预测。

关键词: 眼动指标, 情感预测, 交互行为, 偏最小二乘回归

Abstract: User’s emotional experience in the design of interaction is related to the success of the design,
the study of user’s emotion has been the research focus in the interaction design. People with mobile
terminals produces emotion in the process of interactive behavior. Because of the emotion of
subjectivity, it is difficult to measure objectively. This paper proposes a method predicting the emotion
with eyes’ movement indices, choosing Chinese PAD emotional scales as the tool of emotional
measurement, by partial least squares regression analysis to establish the eyes’ movement indices and
PAD the emotional value of multivariate linear regression model, then carry on the experiment design,
whether the the mapping function relation can accurately predict the emotion, the experimental results
proved that the relational expression can accurately forecast emotion.

Key words: eye movement index, emotional forecast, interactive behavior, partial least squares