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CNN-XGBoost fusion-based affective state recognition using EEG spectrogram image analysis
14 references·2 citing·48 second hop
CNN-XGBoost fusion-based affective state recognition using EEG spectrogram image analysis (2022)CNN-XGBoost fusion-based affective state …CNN and LSTM-Based Emotion Charting Using Physiological Signals (2020)CNN and LSTM-Based Emotion Ch…Human emotion recognition using deep belief network architecture (2018)Human emotion recognition usi…Exploring EEG Features in Cross-Subject Emotion Recognition (2018)Exploring EEG Features in Cro…Optimal Feature Selection and Deep Learning Ensembles Method for Emotion Recognition From Human Brain EEG Sensors (2017)Optimal Feature Selection and…DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices (2017)DREAMER: A Database for Emoti…EEG-Based Emotion Recognition Using Statistical Measures and Auto-Regressive Modeling (2015)EEG-Based Emotion Recognition…Classification of human emotions from EEG signals using SVM and LDA Classifiers (2015)Classification of human emoti…Analysis of EEG Signals and Facial Expressions for Continuous Emotion Detection (2015)Analysis of EEG Signals and F…Ratings for emotion film clips (2014)Ratings for emotion film clipsEEG-Based Emotion Recognition Using Deep Learning Network with Principal Component Based Covariate Shift Adaptation (2014)EEG-Based Emotion Recognition…EEG-based emotion classification using deep belief networks (2014)EEG-based emotion classificat…Human emotion recognition through short time Electroencephalogram (EEG) signals using Fast Fourier Transform (FFT) (2013)Human emotion recognition thr…Emotion recognition using EEG signals with relative power values and Bayesian network (2009)Emotion recognition using EEG…Assessing the effectiveness of a large database of emotion-eliciting films: A new tool for emotion researchers (2009)Assessing the effectiveness o…A hybrid TCN-XGBoost model for agricultural product market price forecasting (2025)A hybrid TCN-XGBoost model fo…Improved EEG-based emotion recognition through information enhancement in connectivity feature map (2023)Improved EEG-based emotion re…Affect Detection: An Interdisciplinary Review of Models, Methods, and Their Applications (2010)Differential entropy feature for EEG-based emotion classification (2013)Emotional state classification from EEG data using machine learning approach (2013)A Review, Current Challenges, and Future Possibilities on Emotion Recognition Using Machine Learning and Physiological Signals (2019)Emotion Recognition from Multiband EEG Signals Using CapsNet (2019)Time–Frequency Representation and Convolutional Neural Network-Based Emotion Recognition (2020)Emotion recognition in human-computer interaction (2001)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)A circumplex model of affect. 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References

  • 2017DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices1,130 cited
  • 2009Assessing the effectiveness of a large database of emotion-eliciting films: A new tool for emotion researchers868 cited
  • 2015Analysis of EEG Signals and Facial Expressions for Continuous Emotion Detection555 cited
  • 2014EEG-Based Emotion Recognition Using Deep Learning Network with Principal Component Based Covariate Shift Adaptation486 cited
  • 2018Exploring EEG Features in Cross-Subject Emotion Recognition370 cited
  • 2014EEG-based emotion classification using deep belief networks367 cited
  • 2018Human emotion recognition using deep belief network architecture307 cited
  • 2017Optimal Feature Selection and Deep Learning Ensembles Method for Emotion Recognition From Human Brain EEG Sensors213 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
  • 2009Emotion recognition using EEG signals with relative power values and Bayesian network138 cited
  • 2014Ratings for emotion film clips130 cited
  • 2020CNN and LSTM-Based Emotion Charting Using Physiological Signals125 cited
  • 2015EEG-Based Emotion Recognition Using Statistical Measures and Auto-Regressive Modeling

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