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Analysis of frequency domain features for the classification of evoked emotions using EEG signals
14 references·0 citing·45 second hop
Analysis of frequency domain features for the classification of evoked emotions using EEG signals (2025)Analysis of frequency domain features for…Multi-view domain-adaptive representation learning for EEG-based emotion recognition (2023)Multi-view domain-adaptive re…Convolutional gated recurrent unit-driven multidimensional dynamic graph neural network for subject-independent emotion recognition (2023)Convolutional gated recurrent…A Novel Baseline Removal Paradigm for Subject-Independent Features in Emotion Classification Using EEG (2023)A Novel Baseline Removal Para…Machine-Learning-Based Emotion Recognition System Using EEG Signals (2020)Machine-Learning-Based Emotio…Emotion Classification Using EEG Signals (2018)Emotion Classification Using …Emotion classification of EEG brain signal using SVM and KNN (2015)Emotion classification of EEG…Emotional state classification from EEG data using machine learning approach (2013)Emotional state classificatio…Differential entropy feature for EEG-based emotion classification (2013)Differential entropy feature …A Novel Emotion Elicitation Index Using Frontal Brain Asymmetry for Enhanced EEG-Based Emotion Recognition (2011)A Novel Emotion Elicitation I…Towards affective learning with an EEG feedback approach (2009)Towards affective learning wi…Emotion classification based on gamma-band EEG (2009)Emotion classification based …A real-time automated system for the recognition of human facial expressions (2006)A real-time automated system …From Physiological Signals to Emotions: Implementing and Comparing Selected Methods for Feature Extraction and Classification (2005)From Physiological Signals to…Emotion recognition system using short-term monitoring of physiological signals (2004)Emotion recognition system us…Emotion recognition in human-computer interaction (2001)Emotions Recognition Using EEG Signals: A Survey (2017)Spatial–Temporal Recurrent Neural Network for Emotion Recognition (2018)A systematic review on affective computing: emotion models, databases, and recent advances (2022)Affective Computing (1997)Toward machine emotional intelligence: analysis of affective physiological state (2001)Emotion recognition based on physiological changes in music listening (2008)EEG-Based Emotion Recognition in Music Listening (2010)Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review (2020)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)A circumplex model of affect. 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(1994)EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)Comparing Recognition Performance and Robustness of Multimodal Deep Learning Models for Multimodal Emotion Recognition (2022)EEG Based Emotion Recognition: A Tutorial and Review (2022)An argument for basic emotions (1992)Emotional speech recognition: Resources, features, and methods (2006)DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices (2017)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)Measuring facial expressions by computer image analysis (1999)Emotion and sociable humanoid robots (2003)A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions (2008)Emotion Recognition from Multi-Channel EEG through Parallel Convolutional Recurrent Neural Network (2018)MPED: A Multi-Modal Physiological Emotion Database for Discrete Emotion Recognition (2019)International Affective Picture System (IAPS): Instruction Manual and Affective Ratings (Tech. Rep. No. A-4) (1999)EEG based emotion detection using fourth order spectral moment and deep learning (2021)Two-Level Domain Adaptation Neural Network for EEG-Based Emotion Recognition (2021)A Multi-Dimensional Graph Convolution Network for EEG Emotion Recognition (2022)DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)EEG-Based Emotion Recognition via Neural Architecture Search (2021)Real-Time Emotion Classification Using EEG Data Stream in E-Learning Contexts (2021)EEG-based emotion recognition systems; comprehensive study (2024)EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks (2018)Deep learning-based EEG emotion recognition: a comprehensive review (2024)EEG emotion recognition using EEG-SWTNS neural network through EEG spectral image (2024)
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References

  • 2013Differential entropy feature for EEG-based emotion classification1,215 cited
  • 2004Emotion recognition system using short-term monitoring of physiological signals942 cited
  • 2013Emotional state classification from EEG data using machine learning approach757 cited
  • 2005From Physiological Signals to Emotions: Implementing and Comparing Selected Methods for Feature Extraction and Classification520 cited
  • 2009Emotion classification based on gamma-band EEG413 cited
  • 2006A real-time automated system for the recognition of human facial expressions355 cited
  • 2011A Novel Emotion Elicitation Index Using Frontal Brain Asymmetry for Enhanced EEG-Based Emotion Recognition226 cited
  • 2020Machine-Learning-Based Emotion Recognition System Using EEG Signals128 cited
  • 2015Emotion classification of EEG brain signal using SVM and KNN106 cited
  • 2023Multi-view domain-adaptive representation learning for EEG-based emotion recognition91 cited
  • 2009Towards affective learning with an EEG feedback approach68 cited
  • 2018Emotion Classification Using EEG Signals65 cited
  • 2023A Novel Baseline Removal Paradigm for Subject-Independent Features in Emotion Classification Using EEG56 cited
  • 2023Convolutional gated recurrent unit-driven multidimensional dynamic graph neural network for subject-independent emotion recognition

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