MindLink-Eumpy: An Open-Source Python Toolbox for Multimodal Emotion Recognition

Emotion recognition plays an important role in intelligent human–computer interaction, but the related research still faces the problems of low accuracy and subject dependence. In this paper, an open-source software toolbox called MindLink-Eumpy is developed to recognize emotions by integrating elec...

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Bibliographic Details
Published in:	Frontiers in human neuroscience Vol. 15; p. 621493
Main Authors:	Li, Ruixin, Liang, Yan, Liu, Xiaojian, Wang, Bingbing, Huang, Wenxin, Cai, Zhaoxin, Ye, Yaoguang, Qiu, Lina, Pan, Jiahui
Format:	Journal Article
Language:	English
Published:	Switzerland Frontiers Research Foundation 19.02.2021 Frontiers Media S.A
Subjects:	Accuracy Algorithms Arousal Artificial intelligence Brain research Datasets EEG Electroencephalography Emotions Experiments Long short-term memory long short-term memory network (LSTM) Methods multimodal emotion recognition multitask convolutional neural network (CNN) Nervous system Neural networks Neuroscience Physiology Software subject-independent method support vector machine (SVM) Support vector machines Transfer learning subject-independent method multitask convolutional neural network (CNN) support vector machine (SVM) long short-term memory network (LSTM) multimodal emotion recognition
ISSN:	1662-5161, 1662-5161
Online Access:	Get full text
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