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A Systematic Review for Human EEG Brain Signals Based Emotion Classification, Feature Extraction, Brain Condition, Group Comparison
16 references·2 citing·50 second hopsampled
A Systematic Review for Human EEG Brain Signals Based Emotion Classification, Feature Extraction, Brain Condition, Group Comparison (2018)A Systematic Review for Human EEG Brain S…Human emotion recognition and analysis in response to audio music using brain signals (2016)Human emotion recognition and…Bispectral Analysis of EEG for Emotion Recognition (2016)Bispectral Analysis of EEG fo…An approach to EEG-based emotion recognition using combined feature extraction method (2016)An approach to EEG-based emot…Relevance vector classifier decision fusion and EEG graph-theoretic features for automatic affective state characterization (2015)Relevance vector classifier d…Musical neurofeedback for treating depression in elderly people (2015)Musical neurofeedback for tre…Classification of human emotions from EEG signals using SVM and LDA Classifiers (2015)Classification of human emoti…Fusion of electroencephalographic dynamics and musical contents for estimating emotional responses in music listening (2014)Fusion of electroencephalogra…Classification of emotions induced by music videos and correlation with participants’ rating (2014)Classification of emotions in…Real‐Time EEG‐Based Happiness Detection System (2013)Real‐Time EEG‐Based Happiness…Neurophysiological and Behavioral Responses to Music Therapy in Vegetative and Minimally Conscious States (2013)Neurophysiological and Behavi…Human emotion recognition through short time Electroencephalogram (EEG) signals using Fast Fourier Transform (FFT) (2013)Human emotion recognition thr…EEG-Based Classification of Music Appraisal Responses Using Time-Frequency Analysis and Familiarity Ratings (2013)EEG-Based Classification of M…Real-time EEG-based emotion recognition for music therapy (2011)Real-time EEG-based emotion r…Human emotion classification using wavelet transform and KNN (2011)Human emotion classification …EEG-Based Emotion Recognition in Music Listening (2010)EEG-Based Emotion Recognition…Short-term emotion assessment in a recall paradigm (2009)Short-term emotion assessment…Emotion recognition with EEG-based brain-computer interfaces: a systematic literature review (2024)Emotion recognition with EEG-…Emotion Recognition Using Electrodermal Activity Signals and Multiscale Deep Convolutional Neural Network (2021)Emotion Recognition Using Ele…Music listening enhances cognitive recovery and mood after middle cerebral artery stroke (2008)Cognitive, Emotional, and Social Benefits of Regular Musical Activities in Early Dementia: Randomized Controlled Study (2013)Classification of Human Emotions from Electroencephalogram (EEG) Signal using Deep Neural Network (2017)Music therapy for depression (2017)EEG-Based Analysis of the Emotional Effect of Music Therapy on Palliative Care Cancer Patients (2018)Music, Computing, and Health: A Roadmap for the Current and Future Roles of Music Technology for Health Care and Well-Being (2021)A circumplex model of affect. (1980)Affective Computing (1997)Emotion recognition in human-computer interaction (2001)Physiological signals based human emotion Recognition: a review (2011)Categorical and dimensional affect analysis in continuous input: Current trends and future directions (2012)A Novel Bi-Hemispheric Discrepancy Model for EEG Emotion Recognition (2020)How Musical Is Man? (1976)Cardiovascular, cerebrovascular, and respiratory changes induced by different types of music in musicians and non-musicians: the importance of silence (2005)Contextualising the relationship between music, emotions and the well-being of young people: A critical interpretive synthesis (2016)“Telling me not to worry…” Hyperscanning and Neural Dynamics of Emotion Processing During Guided Imagery and Music (2019)Can music influence cardiac autonomic system? A systematic review and narrative synthesis to evaluate its impact on heart rate variability (2020)The Benefits of Frequent Positive Affect: Does Happiness Lead to Success? (2005)DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)Phase-Locking Value Based Graph Convolutional Neural Networks for Emotion Recognition (2019)Subject independent emotion recognition from EEG using VMD and deep learning (2019)Emotion recognition system using short-term monitoring of physiological signals (2004)EEG-Based Emotion Recognition Using Frequency Domain Features and Support Vector Machines (2011)Automated accurate emotion recognition system using rhythm-specific deep convolutional neural network technique with multi-channel EEG signals (2021)A comprehensive survey on emotion recognition based on electroencephalograph (EEG) signals (2023)Emotion Recognition Using Different Sensors, Emotion Models, Methods and Datasets: A Comprehensive Review (2023)International Affective Picture System (IAPS) : Technical Manual and Affective Ratings (1995)Emotion recognition using brain activity (2008)Classification of human emotion from EEG using discrete wavelet transform (2010)Emotion recognition based on EEG features in movie clips with channel selection (2017)EEG based emotion detection using fourth order spectral moment and deep learning (2021)Self‐training maximum classifier discrepancy for EEG emotion recognition (2023)Toward machine emotional intelligence: analysis of affective physiological state (2001)Emotion recognition based on physiological changes in music listening (2008)Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)A Review of Emotion Recognition Using Physiological Signals (2018)EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)A Multimodal Database for Affect Recognition and Implicit Tagging (2011)A Review on EEG Signals Based Emotion Recognition (2017)Ten challenges for EEG-based affective computing (2019)Exploring Deep Learning Features for Automatic Classification of Human Emotion Using EEG Rhythms (2021)The expression of the emotions in man and animals. (1872)The nature of emotion: Fundamental questions. (1994)Human stress classification using EEG signals in response to music tracks (2019)Comparison of different feature extraction methods for EEG-based emotion recognition (2020)An argument for basic emotions (1992)Pleasure-arousal-dominance: A general framework for describing and measuring individual differences in Temperament (1996)A Review on Nonlinear Methods Using Electroencephalographic Recordings for Emotion Recognition (2019)Role of machine learning and deep learning techniques in EEG-based BCI emotion recognition system: a review (2024)A review on EEG-based multimodal learning for emotion recognition (2025)
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References

  • 2010EEG-Based Emotion Recognition in Music Listening1,023 cited
  • 2009Short-term emotion assessment in a recall paradigm368 cited
  • 2013Real‐Time EEG‐Based Happiness Detection System234 cited
  • 2016Human emotion recognition and analysis in response to audio music using brain signals223 cited
  • 2013Neurophysiological and Behavioral Responses to Music Therapy in Vegetative and Minimally Conscious States156 cited
  • 2016An approach to EEG-based emotion recognition using combined feature extraction method154 cited
  • 2013Human emotion recognition through short time Electroencephalogram (EEG) signals using Fast Fourier Transform (FFT)152 cited
  • 2015Classification of human emotions from EEG signals using SVM and LDA Classifiers144 cited
  • 2015Musical neurofeedback for treating depression in elderly people139 cited
  • 2016Bispectral Analysis of EEG for Emotion Recognition137 cited
  • 2011Real-time EEG-based emotion recognition for music therapy104 cited
  • 2013EEG-Based Classification of Music Appraisal Responses Using Time-Frequency Analysis and Familiarity Ratings103 cited
  • 2015Relevance vector classifier decision fusion and EEG graph-theoretic features for automatic affective state characterization102 cited
  • 2014Fusion of electroencephalographic dynamics and musical contents for estimating emotional responses in music listening

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92 cited
  • 2014Classification of emotions induced by music videos and correlation with participants’ rating90 cited
  • 2011Human emotion classification using wavelet transform and KNN90 cited
  • Cited by

    • 2024Emotion recognition with EEG-based brain-computer interfaces: a systematic literature review75 cited
    • 2021Emotion Recognition Using Electrodermal Activity Signals and Multiscale Deep Convolutional Neural Network63 cited