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Human emotion recognition based on time–frequency analysis of multivariate EEG signal
16 references·8 citing·37 second hop
Human emotion recognition based on time–frequency analysis of multivariate EEG signal (2021)Human emotion recognition based on time–f…Spatial–Temporal Recurrent Neural Network for Emotion Recognition (2018)Spatial–Temporal Recurrent Ne…EmotionMeter: A Multimodal Framework for Recognizing Human Emotions (2018)EmotionMeter: A Multimodal Fr…EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks (2018)EEG Emotion Recognition Using…AMIGOS: A Dataset for Affect, Personality and Mood Research on Individuals and Groups (2018)AMIGOS: A Dataset for Affect,…A Review of Emotion Recognition Using Physiological Signals (2018)A Review of Emotion Recogniti…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…Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)Investigating Critical Freque…Differential entropy feature for EEG-based emotion classification (2013)Differential entropy feature …Survey on speech emotion recognition: Features, classification schemes, and databases (2010)Survey on speech emotion reco…Affect Detection: An Interdisciplinary Review of Models, Methods, and Their Applications (2010)Affect Detection: An Interdis…Emotions in social psychology : essential readings (2001)Emotions in social psychology…Appraisal processes in emotion: Theory, methods, research. (2001)Appraisal processes in emotio…The nature of emotion: Fundamental questions. (1994)The nature of emotion: Fundam…Stability of emotion experiences and their relations to traits of personality. (1993)Stability of emotion experien…An argument for basic emotions (1992)An argument for basic emotionsThe James-Lange Theory of Emotions: A Critical Examination and an Alternative Theory (1927)The James-Lange Theory of Emo…Advances in EEG-based emotion recognition: Challenges, methodologies, and future directions (2025)Advances in EEG-based emotion…Nonlinear Signal Processing Methods for Automatic Emotion Recognition Using Electrodermal Activity (2024)Nonlinear Signal Processing M…Human emotion recognition using Machine learning techniques based on the physiological signal (2024)Human emotion recognition usi…ICaps-ResLSTM: Improved capsule network and residual LSTM for EEG emotion recognition (2023)ICaps-ResLSTM: Improved capsu…Spatial-frequency convolutional self-attention network for EEG emotion recognition (2022)Spatial-frequency convolution…Recognising situation awareness associated with different workloads using EEG and eye-tracking features in air traffic control tasks (2022)Recognising situation awarene…Affect recognition from scalp-EEG using channel-wise encoder networks coupled with geometric deep learning and multi-channel feature fusion (2022)Affect recognition from scalp…A Novel DE-CNN-BiLSTM Multi-Fusion Model for EEG Emotion Recognition (2022)A Novel DE-CNN-BiLSTM Multi-F…A revised version of the psychoticism scale (1985)Personality and Individual Differences (1985)DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)The expression of the emotions in man and animals. (1872)Nebraska Symposium on Motivation: 1955 (1957)Emotion And Adaptation (1991)The Emerging Field of Emotion Regulation: An Integrative Review (1998)Well-being : the foundations of hedonic psychology (1999)Handbook of Positive Psychology (2001)Emotion recognition in human-computer interaction (2001)Emotions Recognition Using EEG Signals: A Survey (2017)A systematic review on affective computing: emotion models, databases, and recent advances (2022)Attention, intentions, and the structure of discourse (1986)A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting (1997)Speech emotion recognition using deep neural network and extreme learning machine (2014)A review of affective computing: From unimodal analysis to multimodal fusion (2017)Speech emotion recognition using deep 1D & 2D CNN LSTM networks (2018)A Coefficient of Agreement for Nominal Scales (1960)Facial Expression Analysis under Partial Occlusion (2018)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)Affective Computing (1997)EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)EEG Based Emotion Recognition: A Tutorial and Review (2022)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)Mechanism Design via Differential Privacy (2007)EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)The Contours of Positive Human Health (1998)A model of dual attitudes. (2000)Healthy and Unhealthy Emotion Regulation: Personality Processes, Individual Differences, and Life Span Development (2004)Are Emotions Natural Kinds? (2006)Solving the Emotion Paradox: Categorization and the Experience of Emotion (2006)Anger is an approach-related affect: Evidence and implications. (2009)Relations among emotion, appraisal, and emotional action readiness. (1989)Toward machine emotional intelligence: analysis of affective physiological state (2001)Core affect and the psychological construction of emotion. (2003)
this work references cited by second hop

References

  • 1992An argument for basic emotions9,642 cited
  • 1994The nature of emotion: Fundamental questions.2,827 cited
  • 2015Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks2,616 cited
  • 2010Survey on speech emotion recognition: Features, classification schemes, and databases2,076 cited
  • 1927The James-Lange Theory of Emotions: A Critical Examination and an Alternative Theory1,896 cited
  • 2001Appraisal processes in emotion: Theory, methods, research.1,895 cited
  • 2010Affect Detection: An Interdisciplinary Review of Models, Methods, and Their Applications1,892 cited
  • 2018EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks1,605 cited
  • 2018EmotionMeter: A Multimodal Framework for Recognizing Human Emotions1,274 cited
  • 2013Differential entropy feature for EEG-based emotion classification1,215 cited
  • 2017DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices1,130 cited
  • 2018A Review of Emotion Recognition Using Physiological Signals921 cited
  • 2018AMIGOS: A Dataset for Affect, Personality and Mood Research on Individuals and Groups717 cited
  • 1993Stability of emotion experiences and their relations to traits of personality.617 cited

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  • 2018Spatial–Temporal Recurrent Neural Network for Emotion Recognition595 cited
  • 2001Emotions in social psychology : essential readings533 cited
  • Cited by

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    • 2022Recognising situation awareness associated with different workloads using EEG and eye-tracking features in air traffic control tasks106 cited
    • 2025Advances in EEG-based emotion recognition: Challenges, methodologies, and future directions79 cited
    • 2023ICaps-ResLSTM: Improved capsule network and residual LSTM for EEG emotion recognition70 cited
    • 2022A Novel DE-CNN-BiLSTM Multi-Fusion Model for EEG Emotion Recognition68 cited
    • 2022Affect recognition from scalp-EEG using channel-wise encoder networks coupled with geometric deep learning and multi-channel feature fusion53 cited
    • 2024Human emotion recognition using Machine learning techniques based on the physiological signal49 cited
    • 2024Nonlinear Signal Processing Methods for Automatic Emotion Recognition Using Electrodermal Activity47 cited