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Machine Learning Based Solutions for Real-Time Stress Monitoring
15 references·5 citing·47 second hop
Machine Learning Based Solutions for Real-Time Stress Monitoring (2020)Machine Learning Based Solutions for Real…Stress-Lysis: A DNN-Integrated Edge Device for Stress Level Detection in the IoMT (2019)Stress-Lysis: A DNN-Integrate…Into the Wild: The Challenges of Physiological Stress Detection in Laboratory and Ambulatory Settings (2018)Into the Wild: The Challenges…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…Detecting driving stress in physiological signals based on multimodal feature analysis and kernel classifiers (2017)Detecting driving stress in p…Stress Detection Using Wearable Physiological and Sociometric Sensors (2016)Stress Detection Using Wearab…Continuous stress detection using a wrist device (2016)Continuous stress detection u…A Survey of Affective Computing for Stress Detection: Evaluating technologies in stress detection for better health (2016)A Survey of Affective Computi…Stress Detection Using Wearable Physiological Sensors (2015)Stress Detection Using Wearab…Machine learning-based signal processing using physiological signals for stress detection (2015)Machine learning-based signal…cStress (2015)cStressTowards Personal Stress Informatics: Comparing Minimally Invasive Techniques for Measuring Daily Stress in the Wild (2014)Towards Personal Stress Infor…What's Your Current Stress Level? Detection of Stress Patterns from GSR Sensor Data (2011)What's Your Current Stress Le…A Stress-Detection System Based on Physiological Signals and Fuzzy Logic (2011)A Stress-Detection System Bas…Discriminating Stress From Cognitive Load Using a Wearable EDA Device (2009)Discriminating Stress From Co…Detecting Stress During Real-World Driving Tasks Using Physiological Sensors (2005)Detecting Stress During Real-…Machine Learning, Deep Learning, and Data Preprocessing Techniques for Detecting, Predicting, and Monitoring Stress and Stress-Related Mental Disorders: Scoping Review (2024)Machine Learning, Deep Learni…Stress Monitoring Using Machine Learning, IoT and Wearable Sensors (2023)Stress Monitoring Using Machi…Smart Wristband-Based Stress Detection Framework for Older Adults With Cortisol as Stress Biomarker (2021)Smart Wristband-Based Stress …Machine Learning Based Stress Monitoring in Older Adults Using Wearable Sensors and Cortisol as Stress Biomarker (2021)Machine Learning Based Stress…Consumer Artificial Intelligence Mishaps and Mitigation Strategies (2021)Consumer Artificial Intellige…A Global Measure of Perceived Stress (1983)StressSense (2012)Large-scale wearable data reveal digital phenotypes for daily-life stress detection (2018)A Review, Current Challenges, and Future Possibilities on Emotion Recognition Using Machine Learning and Physiological Signals (2019)Smart Devices and Wearable Technologies to Detect and Monitor Mental Health Conditions and Stress: A Systematic Review (2021)CONTINUOUS INSPECTION SCHEMES (1954)Health Behavior and Health Education: Theory, Research, and Practice (1992)Detecting Change in Data Streams (2004)Stress detection from speech and Galvanic Skin Response signals (2013)A Review on Mental Stress Assessment Methods Using EEG Signals (2021)From Physiological Signals to Emotions: Implementing and Comparing Selected Methods for Feature Extraction and Classification (2005)Emotion recognition based on physiological changes in music listening (2008)Smart environment architecture for emotion detection and regulation (2016)Measuring acute stress response through physiological signals: towards a quantitative assessment of stress (2018)Stress detection using deep neural networks (2020)Psychological stress and the coping process (1966)Stress Recognition Using Wearable Sensors and Mobile Phones (2013)Review on Psychological Stress Detection Using Biosignals (2019)Stress detection in daily life scenarios using smart phones and wearable sensors: A survey (2019)Coefficient Alpha and the Internal Structure of Tests (1951)Inferring psychological significance from physiological signals. (1990)Toward machine emotional intelligence: analysis of affective physiological state (2001)A Multimodal Database for Affect Recognition and Implicit Tagging (2011)Introducing WESAD, a Multimodal Dataset for Wearable Stress and Affect Detection (2018)Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review (2020)Cognitive Therapy and the Emotional Disorders (1975)A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting (1997)Electrodermal Activity Sensor for Classification of Calm/Distress Condition (2017)Machine Learning Approach for Stress Detection using Wireless Physical Activity Tracker (2018)Stress Detection via Keyboard Typing Behaviors by Using Smartphone Sensors and Machine Learning Techniques (2020)THE WISDOM OF THE BODY (1932)State‐Trait Anxiety Inventory (2010)Stress Detection in Working People (2017)Wearable-Based Affect Recognition—A Review (2019)Facial Action Coding System (1978)Affective computing: challenges (2003)Intelligent facial emotion recognition based on stationary wavelet entropy and Jaya algorithm (2017)Personal Stress-Level Clustering and Decision-Level Smoothing to Enhance the Performance of Ambulatory Stress Detection With Smartwatches (2020)Acute Stress State Classification Based on Electrodermal Activity Modeling (2021)Driver distraction: The effects of concurrent in-vehicle tasks, road environment complexity and age on driving performance (2005)Objective measures, sensors and computational techniques for stress recognition and classification: A survey (2012)Identification and classification of construction equipment operators' mental fatigue using wearable eye-tracking technology (2019)EEG-based emotion recognition using simple recurrent units network and ensemble learning (2020)The development of a six‐item short‐form of the state scale of the Spielberger State—Trait Anxiety Inventory (STAI) (1992)Cognitive Training and Stress Detection in MCI Frail Older People Through Wearable Sensors and Machine Learning (2020)An interpretable machine learning approach to multimodal stress detection in a simulated office environment (2023)Detection and monitoring of stress using wearables: a systematic review (2024)
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References

  • 2005Detecting Stress During Real-World Driving Tasks Using Physiological Sensors2,205 cited
  • 2009Discriminating Stress From Cognitive Load Using a Wearable EDA Device742 cited
  • 2015cStress340 cited
  • 2011What's Your Current Stress Level? Detection of Stress Patterns from GSR Sensor Data292 cited
  • 2017Detecting driving stress in physiological signals based on multimodal feature analysis and kernel classifiers245 cited
  • 2016Continuous stress detection using a wrist device233 cited
  • 2011A Stress-Detection System Based on Physiological Signals and Fuzzy Logic224 cited
  • 2016A Survey of Affective Computing for Stress Detection: Evaluating technologies in stress detection for better health224 cited
  • 2017Evaluation of an Integrated System of Wearable Physiological Sensors for Stress Monitoring in Working Environments by Using Biological Markers220 cited
  • 2016Stress Detection Using Wearable Physiological and Sociometric Sensors209 cited
  • 2015Stress Detection Using Wearable Physiological Sensors132 cited
  • 2014Towards Personal Stress Informatics: Comparing Minimally Invasive Techniques for Measuring Daily Stress in the Wild113 cited
  • 2015Machine learning-based signal processing using physiological signals for stress detection109 cited
  • 2019Stress-Lysis: A DNN-Integrated Edge Device for Stress Level Detection in the IoMT

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100 cited
  • 2018Into the Wild: The Challenges of Physiological Stress Detection in Laboratory and Ambulatory Settings98 cited
  • Cited by

    • 2023Stress Monitoring Using Machine Learning, IoT and Wearable Sensors80 cited
    • 2024Machine Learning, Deep Learning, and Data Preprocessing Techniques for Detecting, Predicting, and Monitoring Stress and Stress-Related Mental Disorders: Scoping Review76 cited
    • 2021Machine Learning Based Stress Monitoring in Older Adults Using Wearable Sensors and Cortisol as Stress Biomarker66 cited
    • 2021Smart Wristband-Based Stress Detection Framework for Older Adults With Cortisol as Stress Biomarker61 cited
    • 2021Consumer Artificial Intelligence Mishaps and Mitigation Strategies24 cited