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Recognizing Emotions Evoked by Music Using CNN-LSTM Networks on EEG Signals
16 references·3 citing·40 second hopsampled
Recognizing Emotions Evoked by Music Using CNN-LSTM Networks on EEG Signals (2020)Recognizing Emotions Evoked by Music Usin…EEG-based emotion recognition using simple recurrent units network and ensemble learning (2020)EEG-based emotion recognition…A Multi-Column CNN Model for Emotion Recognition from EEG Signals (2019)A Multi-Column CNN Model for …Emotion Recognition from Multi-Channel EEG through Parallel Convolutional Recurrent Neural Network (2018)Emotion Recognition from Mult…Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)Identifying Stable Patterns o…Emotions Recognition Using EEG Signals: A Survey (2017)Emotions Recognition Using EE…Audio-Visual Emotion Recognition in Video Clips (2017)Audio-Visual Emotion Recognit…Multichannel EEG-Based Emotion Recognition via Group Sparse Canonical Correlation Analysis (2016)Multichannel EEG-Based Emotio…Human emotion recognition and analysis in response to audio music using brain signals (2016)Human emotion recognition and…Analysis of EEG Signals and Facial Expressions for Continuous Emotion Detection (2015)Analysis of EEG Signals and F…EEG-based emotion estimation using Bayesian weighted-log-posterior function and perceptron convergence algorithm (2013)EEG-based emotion estimation …DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …A Multimodal Database for Affect Recognition and Implicit Tagging (2011)A Multimodal Database for Aff…EEG-Based Emotion Recognition in Music Listening (2010)EEG-Based Emotion Recognition…Emotion Recognition From EEG Using Higher Order Crossings (2009)Emotion Recognition From EEG …Emotion Assessment: Arousal Evaluation Using EEG’s and Peripheral Physiological Signals (2006)Emotion Assessment: Arousal E…A circumplex model of affect. (1980)A circumplex model of affect.A spatiotemporal symmetrical transformer structure for EEG emotion recognition (2023)A spatiotemporal symmetrical …Automated Feature Extraction on AsMap for Emotion Classification Using EEG (2022)Automated Feature Extraction …Core-Brain-Network-Based Multilayer Convolutional Neural Network for Emotion Recognition (2021)Core-Brain-Network-Based Mult…Emotion recognition in human-computer interaction (2001)A systems approach to appraisal mechanisms in emotion (2005)International Affective Picture System (2005)Short-term emotion assessment in a recall paradigm (2009)Classifying Different Emotional States by Means of EEG-Based Functional Connectivity Patterns (2014)Wavelet-based emotion recognition system using EEG signal (2016)Measuring emotion: The self-assessment manikin and the semantic differential (1994)Affective Computing (1997)AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild (2017)A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting (1997)A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions (2008)DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices (2017)Toward machine emotional intelligence: analysis of affective physiological state (2001)Emotion recognition based on physiological changes in music listening (2008)A Review of Emotion Recognition Using Physiological Signals (2018)EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)The Principles of Psychology (1891)Hedges: A Study in Meaning Criteria and the Logic of Fuzzy Concepts (1975)The robust beauty of improper linear models in decision making. (1979)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)Culture and the Self: Implications for Cognition, Emotion, and Motivation (1991)Emotional Intelligence (1990)THE MIRROR-NEURON SYSTEM (2004)Spatial–Temporal Recurrent Neural Network for Emotion Recognition (2018)EEG emotion recognition using fusion model of graph convolutional neural networks and LSTM (2020)Human emotion recognition from EEG-based brain–computer interface using machine learning: a comprehensive review (2022)Investigating Causal Relations by Econometric Models and Cross-spectral Methods (1969)Real-Time Movie-Induced Discrete Emotion Recognition from EEG Signals (2017)EEG Based Emotion Recognition by Combining Functional Connectivity Network and Local Activations (2019)International affective picture system (IAPS) : affective ratings of pictures and instruction manual (2005)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)Feature Extraction and Selection for Emotion Recognition from EEG (2014)A Review, Current Challenges, and Future Possibilities on Emotion Recognition Using Machine Learning and Physiological Signals (2019)EEG-based emotion recognition using an end-to-end regional-asymmetric convolutional neural network (2020)Emotion Recognition From Multi-Channel EEG via Deep Forest (2020)Measures of emotion: A review (2009)Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review (2020)EEG Based Emotion Recognition: A Tutorial and Review (2022)
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References

  • 1980A circumplex model of affect.16,320 cited
  • 2011DEAP: A Database for Emotion Analysis ;Using Physiological Signals5,082 cited
  • 2011A Multimodal Database for Affect Recognition and Implicit Tagging1,664 cited
  • 2017Emotions Recognition Using EEG Signals: A Survey1,199 cited
  • 2010EEG-Based Emotion Recognition in Music Listening1,023 cited
  • 2017Identifying Stable Patterns over Time for Emotion Recognition from EEG995 cited
  • 2009Emotion Recognition From EEG Using Higher Order Crossings687 cited
  • 2015Analysis of EEG Signals and Facial Expressions for Continuous Emotion Detection555 cited
  • 2006Emotion Assessment: Arousal Evaluation Using EEG’s and Peripheral Physiological Signals385 cited
  • 2018Emotion Recognition from Multi-Channel EEG through Parallel Convolutional Recurrent Neural Network357 cited
  • 2016Multichannel EEG-Based Emotion Recognition via Group Sparse Canonical Correlation Analysis303 cited
  • 2017Audio-Visual Emotion Recognition in Video Clips269 cited
  • 2016Human emotion recognition and analysis in response to audio music using brain signals223 cited
  • 2020EEG-based emotion recognition using simple recurrent units network and ensemble learning193 cited
  • 2013

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EEG-based emotion estimation using Bayesian weighted-log-posterior function and perceptron convergence algorithm
184 cited
  • 2019A Multi-Column CNN Model for Emotion Recognition from EEG Signals177 cited
  • Cited by

    • 2022Automated Feature Extraction on AsMap for Emotion Classification Using EEG75 cited
    • 2021Core-Brain-Network-Based Multilayer Convolutional Neural Network for Emotion Recognition61 cited
    • 2023A spatiotemporal symmetrical transformer structure for EEG emotion recognition51 cited