| 基于脑电的情绪识别研究综述 |
| |
| 引用本文： | 聂聃,王晓韡,段若男,吕宝粮.基于脑电的情绪识别研究综述[J].中国生物医学工程学报,2012,31(4):595-606. |
| |
| 作者姓名： | 聂聃 王晓韡 段若男 吕宝粮 |
| |
| 作者单位： | 1. 上海交通大学计算机科学与工程系仿脑计算与机器智能研究中心,上海,200240
2. 上海交通大学智能计算与智能系统教育部-微软重点实验室,上海,200240 |
| |
| 基金项目： | 国家自然科学基金,国家重点基础研究发展(973)计划 |
| |
| 摘 要： | 情绪是综合了人的感觉、思想和行为的一种状态,在人与人的交流中发挥着重要作用。情绪识别是通过获取人的生理或非生理信号对人的情绪状态进行自动辨别,以实现更加友好和自然的人-机交互。基于脑电的识别方法是一种常用且有效的情绪识别方式。文中从脑电获取及预处理、特征提取和特征选择、情绪模式的学习和分类等几个方面,介绍了基于脑电的情绪识别的研究进展、应用前景以及目前存在的主要问题。
|
| 关 键 词： | 情绪 情绪识别 脑电 特征提取 机器学习 |
A Survey on EEG Based Emotion Recognition |
| |
| NIE Dan
,
WANG Xiao-Wei
,
DUAN Ruo-Nan
,
LV Bao-Liang.A Survey on EEG Based Emotion Recognition[J].Chinese Journal of Biomedical Engineering,2012,31(4):595-606. |
| |
| Authors: | NIE Dan WANG Xiao-Wei DUAN Ruo-Nan LV Bao-Liang |
| |
| Institution: | 1(Center for Brain-like Computing and Machine Intelligence,Department of Computer Science and Engineering, Shanghai Jiao Tong University,Shanghai 200240,China) 2(MOE-Microsoft Key Lab for Intelligent Computing and Intelligent Systems,Shanghai Jiao Tong University,Shanghai 200240,China) |
| |
| Abstract: | Emotion is a state that comprehensively represents human feeling,thought and behavior,thus takes an important role in inter-personal human communication.Emotion recognition aims to automatically discriminate different emotional states by using physiological and non-physiological signals acquired from people in order to develop friendly and natural human-machine interface.EEG-based emotion recognition is one of the most common used and efficient methods for emotion recognition.This paper introduced the state-of-the-art techniques,the read-world applications and some critical problems of EEG-based emotion recognition,from the aspects of EEG signals recording,signal preprocessing,feature extraction,feature selection and classification methods. |
| |
| Keywords: | emotion emotion recognition EEG feature extraction machine learning |
| 本文献已被 CNKI 万方数据 等数据库收录！ |
|
