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Improved EEG-based emotion recognition through information enhancement in connectivity feature map
16 references·0 citing·38 second hopsampled
Improved EEG-based emotion recognition through information enhancement in connectivity feature map (2023)Improved EEG-based emotion recognition th…Emotion Recognition From EEG Signal Focusing on Deep Learning and Shallow Learning Techniques (2021)Emotion Recognition From EEG …Emotion recognition based on EEG feature maps through deep learning network (2021)Emotion recognition based on …EEG-based emotion recognition using tunable Q wavelet transform and rotation forest ensemble classifier (2021)EEG-based emotion recognition…EEG Channel Correlation Based Model for Emotion Recognition (2021)EEG Channel Correlation Based…EEG-based emotion recognition using simple recurrent units network and ensemble learning (2020)EEG-based emotion recognition…EEG-Based Emotion Classification Using a Deep Neural Network and Sparse Autoencoder (2020)EEG-Based Emotion Classificat…Channel Selection Method for EEG Emotion Recognition Using Normalized Mutual Information (2019)Channel Selection Method for …EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks (2018)EEG Emotion Recognition Using…Convolutional Neural Network Approach for Eeg-Based Emotion Recognition Using Brain Connectivity and its Spatial Information (2018)Convolutional Neural Network …Human Emotion Recognition with Electroencephalographic Multidimensional Features by Hybrid Deep Neural Networks (2017)Human Emotion Recognition wit…Hierarchical Convolutional Neural Networks for EEG-Based Emotion Recognition (2017)Hierarchical Convolutional Ne…Emotions Recognition Using EEG Signals: A Survey (2017)Emotions Recognition Using EE…Investigation of window size in classification of EEG-emotion signal with wavelet entropy and support vector machine (2015)Investigation of window size …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…Multimodal emotion recognition in speech-based interaction using facial expression, body gesture and acoustic analysis (2009)Multimodal emotion recognitio…A circumplex model of affect. (1980)Measuring emotion: The self-assessment manikin and the semantic differential (1994)Affective Computing (1997)A Multimodal Database for Affect Recognition and Implicit Tagging (2011)AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild (2017)Toward machine emotional intelligence: analysis of affective physiological state (2001)Analysis of emotion recognition using facial expressions, speech and multimodal information (2004)International affective picture system (IAPS) : affective ratings of pictures and instruction manual (2005)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)Emotion recognition in human-computer interaction (2001)A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions (2008)3D CNN-Based Speech Emotion Recognition Using K-Means Clustering and Spectrograms (2019)A survey of machine learning techniques in physiology based mental stress detection systems (2019)Role of machine learning and deep learning techniques in EEG-based BCI emotion recognition system: a review (2024)A revised version of the psychoticism scale (1985)Map projections: A working manual (1987)Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)Domain Adaptation for EEG Emotion Recognition Based on Latent Representation Similarity (2019)EEG-based emotion recognition using 4D convolutional recurrent neural network (2020)Emotion recognition in EEG signals using deep learning methods: A review (2023)Mechanism Design via Differential Privacy (2007)A Review of Emotion Recognition Using Physiological Signals (2018)Emotion Recognition From EEG Using Higher Order Crossings (2009)CNN and LSTM based ensemble learning for human emotion recognition using EEG recordings (2022)EEG-based emotion recognition using hybrid CNN and LSTM classification (2022)An argument for basic emotions (1992)Automated emotion recognition: Current trends and future perspectives (2022)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)EEG emotion recognition using improved graph neural network with channel selection (2023)From Neural Networks to Emotional Networks: A Systematic Review of EEG-Based Emotion Recognition in Cognitive Neuroscience and Real-World Applications (2025)EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)A systematic review on affective computing: emotion models, databases, and recent advances (2022)Review on Emotion Recognition Based on Electroencephalography (2021)EEG-Based Emotion Recognition Using Spatial-Temporal Graph Convolutional LSTM With Attention Mechanism (2022)
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References

  • 2011DEAP: A Database for Emotion Analysis ;Using Physiological Signals5,082 cited
  • 2018EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks1,605 cited
  • 2017Emotions Recognition Using EEG Signals: A Survey1,199 cited
  • 2017Hierarchical Convolutional Neural Networks for EEG-Based Emotion Recognition337 cited
  • 2020EEG-Based Emotion Classification Using a Deep Neural Network and Sparse Autoencoder260 cited
  • 2009Multimodal emotion recognition in speech-based interaction using facial expression, body gesture and acoustic analysis256 cited
  • 2021Emotion recognition based on EEG feature maps through deep learning network232 cited
  • 2011A Novel Emotion Elicitation Index Using Frontal Brain Asymmetry for Enhanced EEG-Based Emotion Recognition226 cited
  • 2020EEG-based emotion recognition using simple recurrent units network and ensemble learning193 cited
  • 2021Emotion Recognition From EEG Signal Focusing on Deep Learning and Shallow Learning Techniques189 cited
  • 2017Human Emotion Recognition with Electroencephalographic Multidimensional Features by Hybrid Deep Neural Networks186 cited
  • 2021EEG-based emotion recognition using tunable Q wavelet transform and rotation forest ensemble classifier176 cited
  • 2015Investigation of window size in classification of EEG-emotion signal with wavelet entropy and support vector machine173 cited

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2021
EEG Channel Correlation Based Model for Emotion Recognition
162 cited
  • 2019Channel Selection Method for EEG Emotion Recognition Using Normalized Mutual Information158 cited
  • 2018Convolutional Neural Network Approach for Eeg-Based Emotion Recognition Using Brain Connectivity and its Spatial Information144 cited
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