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A new deep convolutional neural network incorporating attentional mechanisms for ECG emotion recognition
16 references·0 citing·31 second hop
A new deep convolutional neural network incorporating attentional mechanisms for ECG emotion recognition (2023)A new deep convolutional neural network i…A systematic review on affective computing: emotion models, databases, and recent advances (2022)A systematic review on affect…Survey of Deep Representation Learning for Speech Emotion Recognition (2021)Survey of Deep Representation…Electrocardiogram-Based Emotion Recognition Systems and Their Applications in Healthcare—A Review (2021)Electrocardiogram-Based Emoti…SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition (2020)SST-EmotionNet: Spatial-Spect…Self-Supervised ECG Representation Learning for Emotion Recognition (2020)Self-Supervised ECG Represent…MPED: A Multi-Modal Physiological Emotion Database for Discrete Emotion Recognition (2019)MPED: A Multi-Modal Physiolog…Emotion Recognition From Body Movement (2019)Emotion Recognition From Body…A Review, Current Challenges, and Future Possibilities on Emotion Recognition Using Machine Learning and Physiological Signals (2019)A Review, Current Challenges,…Introducing WESAD, a Multimodal Dataset for Wearable Stress and Affect Detection (2018)Introducing WESAD, a Multimod…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…Automatic ECG-Based Emotion Recognition in Music Listening (2017)Automatic ECG-Based Emotion R…An accurate emotion recognition system using ECG and GSR signals and matching pursuit method (2017)An accurate emotion recogniti…ASCERTAIN: Emotion and Personality Recognition Using Commercial Sensors (2016)ASCERTAIN: Emotion and Person…ECG Pattern Analysis for Emotion Detection (2011)ECG Pattern Analysis for Emot…Measuring emotion: The self-assessment manikin and the semantic differential (1994)Measuring emotion: The self-a…Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)Development and validation of…Affective Computing (1997)Toward machine emotional intelligence: analysis of affective physiological state (2001)Emotion recognition based on physiological changes in music listening (2008)Emotion recognition using wireless signals (2016)Recognition of emotions using multimodal physiological signals and an ensemble deep learning model (2016)The nature and measurement of meaning. (1952)The Measurement of Meaning (1957)A circumplex model of affect. (1980)AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild (2017)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)Influence of extraversion and neuroticism on subjective well-being: Happy and unhappy people. (1980)The Extended Cohn-Kanade Dataset (CK+): A complete dataset for action unit and emotion-specified expression (2010)DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)EEG-Based Emotion Recognition: A State-of-the-Art Review of Current Trends and Opportunities (2020)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)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 Global Measure of Perceived Stress (1983)The Pittsburgh sleep quality index: A new instrument for psychiatric practice and research (1989)The PHQ-9 (2001)Emotion recognition from unimodal to multimodal analysis: A review (2023)A Review on Mental Stress Detection Using Wearable Sensors and Machine Learning Techniques (2021)GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition (2022)Emotion recognition in EEG signals using deep learning methods: A review (2023)Self-Supervised EEG Emotion Recognition Models Based on CNN (2023)Multimodal Emotion Recognition with Deep Learning: Advancements, challenges, and future directions (2023)AI-induced emotions in L2 education: Exploring EFL students’ perceived emotions and regulation strategies (2024)Individual differences in two emotion regulation processes: Implications for affect, relationships, and well-being. (2003)The benefits of being present: Mindfulness and its role in psychological well-being. (2003)Взаимосвязь статуса занятости и пола с уровнем психологического благополучия (2026)
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References

  • 1988Development and validation of brief measures of positive and negative affect: The PANAS scales.32,408 cited
  • 1994Measuring emotion: The self-assessment manikin and the semantic differential9,531 cited
  • 2018Introducing WESAD, a Multimodal Dataset for Wearable Stress and Affect Detection1,356 cited
  • 2017DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices1,130 cited
  • 2022A systematic review on affective computing: emotion models, databases, and recent advances619 cited
  • 2016ASCERTAIN: Emotion and Personality Recognition Using Commercial Sensors538 cited
  • 2011ECG Pattern Analysis for Emotion Detection476 cited
  • 2020Self-Supervised ECG Representation Learning for Emotion Recognition388 cited
  • 2019MPED: A Multi-Modal Physiological Emotion Database for Discrete Emotion Recognition339 cited
  • 2019A Review, Current Challenges, and Future Possibilities on Emotion Recognition Using Machine Learning and Physiological Signals322 cited
  • 2017Automatic ECG-Based Emotion Recognition in Music Listening259 cited
  • 2021Electrocardiogram-Based Emotion Recognition Systems and Their Applications in Healthcare—A Review213 cited
  • 2017An accurate emotion recognition system using ECG and GSR signals and matching pursuit method181 cited
  • 2021Survey of Deep Representation Learning for Speech Emotion Recognition

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172 cited
  • 2020SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition166 cited
  • 2019Emotion Recognition From Body Movement156 cited
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