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EEG-based stress identification and classification using deep learning
16 references·0 citing·47 second hop
EEG-based stress identification and classification using deep learning (2023)EEG-based stress identification and class…Validation of a Light EEG-Based Measure for Real-Time Stress Monitoring during Realistic Driving (2022)Validation of a Light EEG-Bas…Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model (2022)Transformers for EEG-Based Em…Evolutionary inspired approach for mental stress detection using EEG signal (2022)Evolutionary inspired approac…EEG Based Classification of Long-Term Stress Using Psychological Labeling (2020)EEG Based Classification of L…Review on Psychological Stress Detection Using Biosignals (2019)Review on Psychological Stres…Classification of Perceived Mental Stress Using A Commercially Available EEG Headband (2019)Classification of Perceived M…A survey of machine learning techniques in physiology based mental stress detection systems (2019)A survey of machine learning …Emotions Recognition Using EEG Signals: A Survey (2017)Emotions Recognition Using EE…A novel convolutional neural networks for emotion recognition based on EEG signal (2017)A novel convolutional neural …Mental Stress Quantification Using EEG Signals (2015)Mental Stress Quantification …Stress detection from speech and Galvanic Skin Response signals (2013)Stress detection from speech …DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …Perceived stress in survivors of suicide: Psychometric properties of the Perceived Stress Scale (2008)Perceived stress in survivors…Development of a Brief Measure of College Stress: The College Student Stress Scale (2008)Development of a Brief Measur…Nasa-Task Load Index (NASA-TLX); 20 Years Later (2006)Nasa-Task Load Index (NASA-TL…Comparing supervised and unsupervised category learning (2002)Comparing supervised and unsu…A circumplex model of affect. 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A Meta-Analysis of NASA-TLX Global Workload Scores (2015)International affective picture system (IAPS) : affective ratings of pictures and instruction manual (2005)EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)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)Manual for the State-Trait Anxiety Inventory (1970)Perceived Stress Scale (2010)Can Emotion Be Transferred?—A Review on Transfer Learning for EEG-Based Emotion Recognition (2021)Human stress classification during public speaking using physiological signals (2021)Perceived Stress Scale-12 (2021)Emotion And Adaptation (1991)A Review on Mental Stress Assessment Methods Using EEG Signals (2021)A Review on Mental Stress Detection Using Wearable Sensors and Machine Learning Techniques (2021)Psychological and physiological effects of a green wall on occupants: A cross-over study in virtual reality (2021)A Multimodal Database for Affect Recognition and Implicit Tagging (2011)TC-Net: A Transformer Capsule Network for EEG-based emotion recognition (2022)A comprehensive review of deep learning in EEG-based emotion recognition: classifications, trends, and practical implications (2024)EEG-based emotion recognition using multi-scale dynamic CNN and gated transformer (2024)Anxiety Level Recognition for Virtual Reality Therapy System Using Physiological Signals (2019)A comprehensive review and analysis of supervised-learning and soft computing techniques for stress diagnosis in humans (2021)A Survey on Wearable Sensors for Mental Health Monitoring (2023)
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References

  • 2011DEAP: A Database for Emotion Analysis ;Using Physiological Signals5,082 cited
  • 2006Nasa-Task Load Index (NASA-TLX); 20 Years Later4,288 cited
  • 2017Emotions Recognition Using EEG Signals: A Survey1,199 cited
  • 2019Review on Psychological Stress Detection Using Biosignals763 cited
  • 2008Perceived stress in survivors of suicide: Psychometric properties of the Perceived Stress Scale283 cited
  • 2002Comparing supervised and unsupervised category learning242 cited
  • 2013Stress detection from speech and Galvanic Skin Response signals227 cited
  • 2022Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model217 cited
  • 2019A survey of machine learning techniques in physiology based mental stress detection systems208 cited
  • 2019Classification of Perceived Mental Stress Using A Commercially Available EEG Headband198 cited
  • 2015Mental Stress Quantification Using EEG Signals138 cited
  • 2020EEG Based Classification of Long-Term Stress Using Psychological Labeling127 cited
  • 2022Evolutionary inspired approach for mental stress detection using EEG signal113 cited
  • 2008Development of a Brief Measure of College Stress: The College Student Stress Scale83 cited
  • 2017

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A novel convolutional neural networks for emotion recognition based on EEG signal
68 cited
  • 2022Validation of a Light EEG-Based Measure for Real-Time Stress Monitoring during Realistic Driving63 cited
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