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Comparison of different feature extraction methods for EEG-based emotion recognition · Study

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ArticleComparison of different feature extraction methods for EEG-based emotion recognition

Rab Nawaz2020

Article2020

Comparison of different feature extraction methods for EEG-based emotion recognition

Rab Nawaz · Kit Hwa Cheah · Humaira Nisar · Vooi Voon Yap

209 citations·0/0 files stored·Journal of Applied Biomedicine

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Emotion and Mood Recognition EEG and Brain-Computer Interfaces Face and Expression Recognition

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References

2011DEAP: A Database for Emotion Analysis ;Using Physiological Signals 2001Toward machine emotional intelligence: analysis of affective physiological state 1988Approach to an irregular time series on the basis of the fractal theory 1996Pleasure-arousal-dominance: A general framework for describing and measuring individual differences in Temperament 2014Feature Extraction and Selection for Emotion Recognition from EEG 2010EEG-Based Emotion Recognition in Music Listening 2004Emotion recognition system using short-term monitoring of physiological signals 2017Self-report captures 27 distinct categories of emotion bridged by continuous gradients

Cited by

2021Review of the emotional feature extraction and classification using EEG signals 2020Advances in Multimodal Emotion Recognition Based on Brain–Computer Interfaces 2025From Neural Networks to Emotional Networks: A Systematic Review of EEG-Based Emotion Recognition in Cognitive Neuroscience and Real-World Applications 2021Emotion detection using electroencephalography signals and a zero-time windowing-based epoch estimation and relevant electrode identification

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2024EEG-based emotion recognition systems; comprehensive studyreview · 11 shared references 2019Subject independent emotion recognition from EEG using VMD and deep learningarticle · 9 shared references 2019Improving the accuracy of EEG emotion recognition by combining valence lateralization and ensemble learning with tuning parametersarticle · 9 shared references 2021Recognition of human emotions using EEG signals: A reviewreview · 8 shared references 2019A survey of machine learning techniques in physiology based mental stress detection systemsarticle · 8 shared references 2021Emotion Recognition From EEG Signal Focusing on Deep Learning and Shallow Learning Techniquesarticle · 8 shared references

Details

Year2020

Typearticle

Published2020-05-11

VenueJournal of Applied Biomedicine

ISSN-L0208-5216

Languageen

Citations209

Files0 public / 0

ShelfEmotion and Mood Recognition

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doi10.1016/j.bbe.2020.04.005

openalex_workW3025334394

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2021

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2024ERTNet: an interpretable transformer-based framework for EEG emotion recognition

2021Tetromino pattern based accurate EEG emotion classification model