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Use of machine learning for predicting stress episodes based on wearable sensor data: A systematic review
16 references·0 citing·48 second hopsampled
Use of machine learning for predicting stress episodes based on wearable sensor data: A systematic review (2025)Use of machine learning for predicting st…Review of Stress Detection Methods Using Wearable Sensors (2024)Review of Stress Detection Me…Personalized Stress Detection Using Biosignals from Wearables: A Scoping Review (2024)Personalized Stress Detection…A machine-learning approach for stress detection using wearable sensors in free-living environments (2024)A machine-learning approach f…A Method for Stress Detection Using Empatica E4 Bracelet and Machine-Learning Techniques (2023)A Method for Stress Detection…A multimodal sensor dataset for continuous stress detection of nurses in a hospital (2022)A multimodal sensor dataset f…Smart Devices and Wearable Technologies to Detect and Monitor Mental Health Conditions and Stress: A Systematic Review (2021)Smart Devices and Wearable Te…A Review on Mental Stress Detection Using Wearable Sensors and Machine Learning Techniques (2021)A Review on Mental Stress Det…Personal Stress-Level Clustering and Decision-Level Smoothing to Enhance the Performance of Ambulatory Stress Detection With Smartwatches (2020)Personal Stress-Level Cluster…Cognitive Training and Stress Detection in MCI Frail Older People Through Wearable Sensors and Machine Learning (2020)Cognitive Training and Stress…A dataset of continuous affect annotations and physiological signals for emotion analysis (2019)A dataset of continuous affec…Large-scale wearable data reveal digital phenotypes for daily-life stress detection (2018)Large-scale wearable data rev…Evaluation of an Integrated System of Wearable Physiological Sensors for Stress Monitoring in Working Environments by Using Biological Markers (2017)Evaluation of an Integrated S…The SWELL Knowledge Work Dataset for Stress and User Modeling Research (2014)The SWELL Knowledge Work Data…Cluster-Based Analysis for Personalized Stress Evaluation Using Physiological Signals (2014)Cluster-Based Analysis for Pe…DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …Does Early Psychological Intervention Promote Recovery From Posttraumatic Stress? (2003)Does Early Psychological Inte…A circumplex model of affect. (1980)Measuring emotion: The self-assessment manikin and the semantic differential (1994)Affective Computing (1997)A Multimodal Database for Affect Recognition and Implicit Tagging (2011)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)Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical Research (1988)The job demands-resources model of burnout. (2001)Detecting Work Stress in Offices by Combining Unobtrusive Sensors (2016)Stress Detection in Working People (2017)Electrocardiogram-Based Emotion Recognition Systems and Their Applications in Healthcare—A Review (2021)State-Trait Anxiety Inventory for Adults (1983)Detecting Stress During Real-World Driving Tasks Using Physiological Sensors (2005)Discriminating Stress From Cognitive Load Using a Wearable EDA Device (2009)Keep the Stress Away with SoDA: Stress Detection and Alleviation System (2017)Anxiety Level Recognition for Virtual Reality Therapy System Using Physiological Signals (2019)Wearable, Environmental, and Smartphone-Based Passive Sensing for Mental Health Monitoring (2021)Diagnostic and Statistical Manual of Mental Disorders, 3rd ed (1981)Diagnostic and Statistical Manual of Mental Disorders (1988)Posttraumatic Stress Disorder in the National Comorbidity Survey (1995)Five Essential Elements of Immediate and Mid–Term Mass Trauma Intervention: Empirical Evidence (2007)What predicts psychological resilience after disaster? The role of demographics, resources, and life stress. (2007)Weighing the Costs of Disaster (2010)A Global Measure of Perceived Stress (1983)The development of a six‐item short‐form of the state scale of the Spielberger State—Trait Anxiety Inventory (STAI) (1992)Machine Learning Based Solutions for Real-Time Stress Monitoring (2020)Detection and monitoring of stress using wearables: a systematic review (2024)Core affect and the psychological construction of emotion. (2003)K-EmoCon, a multimodal sensor dataset for continuous emotion recognition in naturalistic conversations (2020)LSTM-Based Emotion Detection Using Physiological Signals: IoT Framework for Healthcare and Distance Learning in COVID-19 (2020)Measuring Functioning and Well-Being: The Medical Outcomes Study Approach (1992)The short‐form version of the Depression Anxiety Stress Scales (DASS‐21): Construct validity and normative data in a large non‐clinical sample (2005)Review of the Psychometric Evidence of the Perceived Stress Scale (2012)Stress detection using deep neural networks (2020)Generalizable machine learning for stress monitoring from wearable devices: A systematic literature review (2023)Ecological Momentary Assessment (2007)Qualitative research synthesis (2015)Continuous Stress Detection Using Wearable Sensors in Real Life: Algorithmic Programming Contest Case Study (2019)A Survey on Wearable Sensors for Mental Health Monitoring (2023)Machine Learning for Multimodal Mental Health Detection: A Systematic Review of Passive Sensing Approaches (2024)Two new Later Stone Age sites from the Final Pleistocene in the Falémé Valley, eastern Senegal (2024)Introducing WESAD, a Multimodal Dataset for Wearable Stress and Affect Detection (2018)Review on Psychological Stress Detection Using Biosignals (2019)IoT Adoption and Application for Smart Healthcare: A Systematic Review (2022)The Stroop Color and Word Test (2017)Selective review of offline change point detection methods (2019)Wearables measuring electrodermal activity to assess perceived stress in care: a scoping review (2023)A multi-modal deep learning approach for stress detection using physiological signals: integrating time and frequency domain features (2025)
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References

  • 2011DEAP: A Database for Emotion Analysis ;Using Physiological Signals5,082 cited
  • 2003Does Early Psychological Intervention Promote Recovery From Posttraumatic Stress?665 cited
  • 2021A Review on Mental Stress Detection Using Wearable Sensors and Machine Learning Techniques472 cited
  • 2021Smart Devices and Wearable Technologies to Detect and Monitor Mental Health Conditions and Stress: A Systematic Review330 cited
  • 2014The SWELL Knowledge Work Dataset for Stress and User Modeling Research292 cited
  • 2018Large-scale wearable data reveal digital phenotypes for daily-life stress detection250 cited
  • 2019A dataset of continuous affect annotations and physiological signals for emotion analysis246 cited
  • 2017Evaluation of an Integrated System of Wearable Physiological Sensors for Stress Monitoring in Working Environments by Using Biological Markers220 cited
  • 2014Cluster-Based Analysis for Personalized Stress Evaluation Using Physiological Signals165 cited
  • 2022A multimodal sensor dataset for continuous stress detection of nurses in a hospital120 cited
  • 2020Cognitive Training and Stress Detection in MCI Frail Older People Through Wearable Sensors and Machine Learning113 cited
  • 2024Review of Stress Detection Methods Using Wearable Sensors109 cited
  • 2020Personal Stress-Level Clustering and Decision-Level Smoothing to Enhance the Performance of Ambulatory Stress Detection With Smartwatches98 cited

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  • 2023A Method for Stress Detection Using Empatica E4 Bracelet and Machine-Learning Techniques91 cited
  • 2024A machine-learning approach for stress detection using wearable sensors in free-living environments83 cited
  • 2024Personalized Stress Detection Using Biosignals from Wearables: A Scoping Review77 cited
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