articleIEEE Transactions on Affective ComputingMar 14, 2025Closed access

Identifying Stable EEG Patterns in Manipulation Task for Negative Emotion Recognition

YPYu PeiSZShaokai ZhaoLXLiang XieZLZhiguo LuoDZDongdong Zhou

Dalian University of Technology

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Abstract

Negative emotion recognition during manipulation task plays crucial role in human-machine interaction, where diverse cognitive variables coexist and influence each other. However, traditional emotion experiments often overemphasize emotion induction while overlooking other practical cognitive tasks, which leads participants to suffer from simplistic emotional experiences and ultimately compromises the real-world applicability of the emotional data collected. To incorporate critical cognitive variables into emotion elicitation, we utilize joystick-based real-time emotion annotation to encourage subjects to continuously feel emotional intensity, to advisedly decide when to manipulate the joystick, and to…

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Authors

8

Topics & keywords

Keywords
  • Electroencephalography
  • Emotion recognition
  • Task (project management)
  • Psychology
  • Negative emotion
  • Cognitive psychology
  • Computer science
  • Emotion classification
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