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Emotion Classification through Nonlinear EEG Analysis Using Machine Learning Methods
16 references·9 citing·27 second hop
Emotion Classification through Nonlinear EEG Analysis Using Machine Learning Methods (2018)Emotion Classification through Nonlinear …Two new Later Stone Age sites from the Final Pleistocene in the Falémé Valley, eastern Senegal (2024)Two new Later Stone Age sites…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…Emotion Recognition from EEG Signals Using Multidimensional Information in EMD Domain (2017)Emotion Recognition from EEG …Multichannel EEG-Based Emotion Recognition via Group Sparse Canonical Correlation Analysis (2016)Multichannel EEG-Based Emotio…Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)Investigating Critical Freque…Improving BCI-based emotion recognition by combining EEG feature selection and kernel classifiers (2015)Improving BCI-based emotion r…Feature Extraction and Selection for Emotion Recognition from EEG (2014)Feature Extraction and Select…Real‐Time EEG‐Based Happiness Detection System (2013)Real‐Time EEG‐Based Happiness…Emotional state classification from EEG data using machine learning approach (2013)Emotional state classificatio…The Role of Nonlinear Dynamics in Affective Valence and Arousal Recognition (2011)The Role of Nonlinear Dynamic…DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …Measures of emotion: A review (2009)Measures of emotion: A reviewObservations: SAM: The Self-Assessment Manikin An Efficient Cross-Cultural Measurement Of Emotional Response 1 (1995)Observations: SAM: The Self-A…Approximate entropy as a measure of system complexity. (1991)Approximate entropy as a meas…A revised version of the psychoticism scale (1985)A revised version of the psyc…The Effect of Time Window Length on EEG-Based Emotion Recognition (2022)The Effect of Time Window Len…LSTM-Modeling of Emotion Recognition Using Peripheral Physiological Signals in Naturalistic Conversations (2022)LSTM-Modeling of Emotion Reco…An EEG Data Processing Approach for Emotion Recognition (2022)An EEG Data Processing Approa…WeDea: A New EEG-Based Framework for Emotion Recognition (2021)WeDea: A New EEG-Based Framew…EEG-based detection of emotional valence towards a reproducible measurement of emotions (2021)EEG-based detection of emotio…Emotion recognition using EEG phase space dynamics and Poincare intersections (2020)Emotion recognition using EEG…An Innovative Multi-Model Neural Network Approach for Feature Selection in Emotion Recognition Using Deep Feature Clustering (2020)An Innovative Multi-Model Neu…Emotion recognition through EEG phase space dynamics and Dempster-Shafer theory (2019)Emotion recognition through E…Electroencephalogram Profiles for Emotion Identification over the Brain Regions Using Spectral, Entropy and Temporal Biomarkers (2019)Electroencephalogram Profiles…Personality and Individual Differences (1985)EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks (2018)EmotionMeter: A Multimodal Framework for Recognizing Human Emotions (2018)The expression of the emotions in man and animals. (1872)A circumplex model of affect. (1980)Emotion And Adaptation (1991)Dealing with feeling: A meta-analysis of the effectiveness of strategies derived from the process model of emotion regulation. (2012)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)International affective picture system (IAPS) : affective ratings of pictures and instruction manual (2005)EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)The nature of emotion: Fundamental questions. (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)Traumatic Events and Posttraumatic Stress Disorder in an Urban Population of Young Adults (1991)Refining the relationship between personality and subjective well-being. (2008)Measuring complexity using FuzzyEn, ApEn, and SampEn (2008)Electroencephalogram and electrocardiograph assessment of mental fatigue in a driving simulator (2011)Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review (2020)A systematic review on affective computing: emotion models, databases, and recent advances (2022)A Review of Emotion Recognition Using Physiological Signals (2018)The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate healthcare interventions: explanation and elaboration (2009)ROBINS-I: a tool for assessing risk of bias in non-randomised studies of interventions (2016)AMSTAR 2: a critical appraisal tool for systematic reviews that include randomised or non-randomised studies of healthcare interventions, or both (2017)
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References

  • 2024Two new Later Stone Age sites from the Final Pleistocene in the Falémé Valley, eastern Senegal23,871 cited
  • 1991Approximate entropy as a measure of system complexity.5,811 cited
  • 2011DEAP: A Database for Emotion Analysis ;Using Physiological Signals5,082 cited
  • 1985A revised version of the psychoticism scale3,094 cited
  • 2015Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks2,616 cited
  • 2009Measures of emotion: A review2,075 cited
  • 2017Emotions Recognition Using EEG Signals: A Survey1,199 cited
  • 2014Feature Extraction and Selection for Emotion Recognition from EEG1,086 cited
  • 2017Identifying Stable Patterns over Time for Emotion Recognition from EEG995 cited
  • 2013Emotional state classification from EEG data using machine learning approach757 cited
  • 2015Improving BCI-based emotion recognition by combining EEG feature selection and kernel classifiers506 cited
  • 1995Observations: SAM: The Self-Assessment Manikin An Efficient Cross-Cultural Measurement Of Emotional Response 1436 cited
  • 2016Multichannel EEG-Based Emotion Recognition via Group Sparse Canonical Correlation Analysis303 cited
  • 2017Emotion Recognition from EEG Signals Using Multidimensional Information in EMD Domain285 cited

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  • 2011The Role of Nonlinear Dynamics in Affective Valence and Arousal Recognition252 cited
  • 2013Real‐Time EEG‐Based Happiness Detection System234 cited
  • Cited by

    • 2022LSTM-Modeling of Emotion Recognition Using Peripheral Physiological Signals in Naturalistic Conversations70 cited
    • 2021EEG-based detection of emotional valence towards a reproducible measurement of emotions66 cited
    • 2022An EEG Data Processing Approach for Emotion Recognition64 cited
    • 2022The Effect of Time Window Length on EEG-Based Emotion Recognition53 cited
    • 2021WeDea: A New EEG-Based Framework for Emotion Recognition52 cited
    • 2020Emotion recognition using EEG phase space dynamics and Poincare intersections51 cited
    • 2019Emotion recognition through EEG phase space dynamics and Dempster-Shafer theory47 cited
    • 2019Electroencephalogram Profiles for Emotion Identification over the Brain Regions Using Spectral, Entropy and Temporal Biomarkers44 cited
    • 2020An Innovative Multi-Model Neural Network Approach for Feature Selection in Emotion Recognition Using Deep Feature Clustering44 cited