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A review of recent approaches for emotion classification using electrocardiography and electrodermography signals
16 references·2 citing·41 second hopsampled
A review of recent approaches for emotion classification using electrocardiography and electrodermography signals (2020)A review of recent approaches for emotion…The use of electrodermal activity (EDA) measurement to understand consumer emotions – A literature review and a call for action (2019)The use of electrodermal acti…Exploring barriers to adoption of Virtual Reality through Social Media Analytics and Machine Learning – An assessment of technology, network, price and trialability (2019)Exploring barriers to adoptio…Classifying major depression patients and healthy controls using EEG, eye tracking and galvanic skin response data (2019)Classifying major depression …Anxiety Level Recognition for Virtual Reality Therapy System Using Physiological Signals (2019)Anxiety Level Recognition for…A machine learning model for emotion recognition from physiological signals (2019)A machine learning model for …Affective computing in virtual reality: emotion recognition from brain and heartbeat dynamics using wearable sensors (2018)Affective computing in virtua…Wearable Emotion Recognition System based on GSR and PPG Signals (2017)Wearable Emotion Recognition …Psychological stress level detection based on electrodermal activity (2017)Psychological stress level de…Emotions Recognition Using EEG Signals: A Survey (2017)Emotions Recognition Using EE…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…An accurate emotion recognition system using ECG and GSR signals and matching pursuit method (2017)An accurate emotion recogniti…DECAF: MEG-Based Multimodal Database for Decoding Affective Physiological Responses (2015)DECAF: MEG-Based Multimodal D…Classification of emotional states from electrocardiogram signals: a non-linear approach based on hurst (2013)Classification of emotional s…DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …Measuring emotion: The self-assessment manikin and the semantic differential (1994)Measuring emotion: The self-a…A circumplex model of affect. (1980)A circumplex model of affect.Wearables for Engagement Detection in Learning Environments: A Review (2022)Wearables for Engagement Dete…Measurement of multimodal physiological signals for stimulation detection by wearable devices (2021)Measurement of multimodal phy…Affective Computing (1997)Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild (2017)Emotion elicitation using films (1995)A Multimodal Database for Affect Recognition and Implicit Tagging (2011)Using Deep Convolutional Neural Network for Emotion Detection on a Physiological Signals Dataset (AMIGOS) (2018)A Review, Current Challenges, and Future Possibilities on Emotion Recognition Using Machine Learning and Physiological Signals (2019)EEG-Based Emotion Recognition: A State-of-the-Art Review of Current Trends and Opportunities (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)Culture and the Self: Implications for Cognition, Emotion, and Motivation (1991)The nature and measurement of meaning. (1952)The Measurement of Meaning (1957)The Ryerson Audio-Visual Database of Emotional Speech and Song (RAVDESS): A dynamic, multimodal set of facial and vocal expressions in North American English (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)EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)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)International affective picture system (IAPS) : affective ratings of pictures and instruction manual (2005)EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)Emotion recognition based on physiological changes in music listening (2008)EEG-Based Emotion Recognition in Music Listening (2010)ECG Pattern Analysis for Emotion Detection (2011)CNN and LSTM-Based Emotion Charting Using Physiological Signals (2020)Emotion Recognition from ECG Signals Using Wavelet Scattering and Machine Learning (2021)Automated emotion recognition: Current trends and future perspectives (2022)The PHQ-9 (2001)Wearable-Based Affect Recognition—A Review (2019)Emotion Recognition in Immersive Virtual Reality: From Statistics to Affective Computing (2020)Hedonic Consumption: Emerging Concepts, Methods and Propositions (1982)Understanding Customer Experience Throughout the Customer Journey (2016)Emotions in Tourism: Theoretical Designs, Measurements, Analytics, and Interpretations (2020)Electrodermal activity measure: A methodological review (2022)Measuring emotions in education using wearable devices: A systematic review (2023)II.—WHAT IS AN EMOTION ? (1884)An argument for basic emotions (1992)VREED (2021)Emotion recognition in EEG signals using deep learning methods: A review (2023)A review on EEG-based multimodal learning for emotion recognition (2025)
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References

  • 1980A circumplex model of affect.16,320 cited
  • 1994Measuring emotion: The self-assessment manikin and the semantic differential9,531 cited
  • 2011DEAP: A Database for Emotion Analysis ;Using Physiological Signals5,082 cited
  • 2017Emotions Recognition Using EEG Signals: A Survey1,199 cited
  • 2017DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices1,130 cited
  • 2018Affective computing in virtual reality: emotion recognition from brain and heartbeat dynamics using wearable sensors414 cited
  • 2015DECAF: MEG-Based Multimodal Database for Decoding Affective Physiological Responses367 cited
  • 2019A machine learning model for emotion recognition from physiological signals232 cited
  • 2019The use of electrodermal activity (EDA) measurement to understand consumer emotions – A literature review and a call for action212 cited
  • 2017An accurate emotion recognition system using ECG and GSR signals and matching pursuit method181 cited
  • 2017Psychological stress level detection based on electrodermal activity147 cited
  • 2019Exploring barriers to adoption of Virtual Reality through Social Media Analytics and Machine Learning – An assessment of technology, network, price and trialability142 cited
  • 2019Anxiety Level Recognition for Virtual Reality Therapy System Using Physiological Signals135 cited

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2017
Wearable Emotion Recognition System based on GSR and PPG Signals
131 cited
  • 2013Classification of emotional states from electrocardiogram signals: a non-linear approach based on hurst129 cited
  • 2019Classifying major depression patients and healthy controls using EEG, eye tracking and galvanic skin response data123 cited
  • Cited by

    • 2022Wearables for Engagement Detection in Learning Environments: A Review61 cited
    • 2021Measurement of multimodal physiological signals for stimulation detection by wearable devices48 cited