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Recognition of emotional states using EEG signals based on time-frequency analysis and SVM classifier
16 references·3 citing·43 second hop
Recognition of emotional states using EEG signals based on time-frequency analysis and SVM classifier (2019)Recognition of emotional states using EEG…Wavelet-based emotion recognition system using EEG signal (2016)Wavelet-based emotion recogni…Familiarity effects in EEG-based emotion recognition (2016)Familiarity effects in EEG-ba…Emotion recognition from multi-channel EEG data through Convolutional Recurrent Neural Network (2016)Emotion recognition from mult…EEG-based emotion recognition approach for e-healthcare applications (2016)EEG-based emotion recognition…EEG-based automatic emotion recognition: Feature extraction, selection and classification methods (2016)EEG-based automatic emotion r…Electroencephalogram-based emotion assessment system using ontology and data mining techniques (2015)Electroencephalogram-based em…Real-Time Subject-Dependent EEG-Based Emotion Recognition Algorithm (2014)Real-Time Subject-Dependent E…Feature Extraction and Selection for Emotion Recognition from EEG (2014)Feature Extraction and Select…Emotion recognition based on the sample entropy of EEG (2014)Emotion recognition based on …Human emotion recognition through short time Electroencephalogram (EEG) signals using Fast Fourier Transform (FFT) (2013)Human emotion recognition thr…Evaluation of feature extraction techniques in emotional state recognition (2012)Evaluation of feature extract…Human emotion classification using wavelet transform and KNN (2011)Human emotion classification …DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …A Novel Emotion Elicitation Index Using Frontal Brain Asymmetry for Enhanced EEG-Based Emotion Recognition (2011)A Novel Emotion Elicitation I…Measures of emotion: A review (2009)Measures of emotion: A reviewFeature extraction from EEGs associated with emotions (1997)Feature extraction from EEGs …A multi-head residual connection GCN for EEG emotion recognition (2023)A multi-head residual connect…A Model for EEG-Based Emotion Recognition: CNN-Bi-LSTM with Attention Mechanism (2023)A Model for EEG-Based Emotion…The Effect of Time Window Length on EEG-Based Emotion Recognition (2022)The Effect of Time Window Len…The expression of the emotions in man and animals. 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(1954)Human Emotions (1977)Towards emotion recognition from electroencephalographic signals (2009)Emotion Recognition Based on High-Resolution EEG Recordings and Reconstructed Brain Sources (2017)Toward machine emotional intelligence: analysis of affective physiological state (2001)Analysis of emotion recognition using facial expressions, speech and multimodal information (2004)EEG-based emotion estimation using Bayesian weighted-log-posterior function and perceptron convergence algorithm (2013)Real-time EEG-based emotion monitoring using stable features (2015)3DCANN: A Spatio-Temporal Convolution Attention Neural Network for EEG Emotion Recognition (2021)The James-Lange Theory of Emotions: A Critical Examination and an Alternative Theory (1927)Using Deep Convolutional Neural Network for Emotion Detection on a Physiological Signals Dataset (AMIGOS) (2018)EEG-based emotion recognition using an end-to-end regional-asymmetric convolutional neural network (2020)Emotion Recognition for Human-Robot Interaction: Recent Advances and Future Perspectives (2020)Emotion Recognition from EEG Signals Using Multidimensional Information in EMD Domain (2017)SAE+LSTM: A New Framework for Emotion Recognition From Multi-Channel EEG (2019)Time–Frequency Representation and Convolutional Neural Network-Based Emotion Recognition (2020)Long Short Term Memory Hyperparameter Optimization for a Neural Network Based Emotion Recognition Framework (2018)Emotion detection using electroencephalography signals and a zero-time windowing-based epoch estimation and relevant electrode identification (2021)Multi-Domain Feature Fusion for Emotion Classification Using DEAP Dataset (2021)An approach to EEG-based emotion recognition using combined feature extraction method (2016)Emotion Recognition with Machine Learning Using EEG Signals (2018)EEG-based Emotion Recognition via Transformer Neural Architecture Search (2022)
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References

  • 2011DEAP: A Database for Emotion Analysis ;Using Physiological Signals5,082 cited
  • 2009Measures of emotion: A review2,075 cited
  • 2014Feature Extraction and Selection for Emotion Recognition from EEG1,086 cited
  • 2016Wavelet-based emotion recognition system using EEG signal363 cited
  • 2016Emotion recognition from multi-channel EEG data through Convolutional Recurrent Neural Network307 cited
  • 2011A Novel Emotion Elicitation Index Using Frontal Brain Asymmetry for Enhanced EEG-Based Emotion Recognition226 cited
  • 2014Emotion recognition based on the sample entropy of EEG206 cited
  • 1997Feature extraction from EEGs associated with emotions160 cited
  • 2013Human emotion recognition through short time Electroencephalogram (EEG) signals using Fast Fourier Transform (FFT)152 cited
  • 2016EEG-based automatic emotion recognition: Feature extraction, selection and classification methods142 cited
  • 2015Electroencephalogram-based emotion assessment system using ontology and data mining techniques126 cited
  • 2014Real-Time Subject-Dependent EEG-Based Emotion Recognition Algorithm115 cited
  • 2016EEG-based emotion recognition approach for e-healthcare applications109 cited
  • 2016Familiarity effects in EEG-based emotion recognition104 cited

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2012
Evaluation of feature extraction techniques in emotional state recognition
92 cited
  • 2011Human emotion classification using wavelet transform and KNN90 cited
  • Cited by

    • 2023A Model for EEG-Based Emotion Recognition: CNN-Bi-LSTM with Attention Mechanism58 cited
    • 2022The Effect of Time Window Length on EEG-Based Emotion Recognition53 cited
    • 2023A multi-head residual connection GCN for EEG emotion recognition47 cited