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The SWELL Knowledge Work Dataset for Stress and User Modeling Research
8 references·16 citing·48 second hop
The SWELL Knowledge Work Dataset for Stress and User Modeling Research (2014)The SWELL Knowledge Work Dataset for Stre…A Multimodal Database for Affect Recognition and Implicit Tagging (2011)A Multimodal Database for Aff…Daily recovery from work-related effort during non-work time (2009)Daily recovery from work-rela…The cost of interrupted work (2008)The cost of interrupted workMultimodal affect recognition in learning environments (2005)Multimodal affect recognition…The job demands-resources model of burnout. (2001)The job demands-resources mod…Measuring emotion: The self-assessment manikin and the semantic differential (1994)Measuring emotion: The self-a…Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical Research (1988)Development of NASA-TLX (Task…The Internal Control Index: A Newly Developed Measure of Locus of Control (1984)The Internal Control Index: A…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…Multi-Class Stress Detection Through Heart Rate Variability: A Deep Neural Network Based Study (2023)Multi-Class Stress Detection …Machine learning for cognitive behavioral analysis: datasets, methods, paradigms, and research directions (2023)Machine learning for cognitiv…Ensemble machine learning model trained on a new synthesized dataset generalizes well for stress prediction using wearable devices (2023)Ensemble machine learning mod…Cross Dataset Analysis for Generalizability of HRV-Based Stress Detection Models (2023)Cross Dataset Analysis for Ge…Human Stress Detection With Wearable Sensors Using Convolutional Neural Networks (2022)Human Stress Detection With W…Evaluating different configurations of machine learning models and their transfer learning capabilities for stress detection using heart rate (2022)Evaluating different configur…Employing Multimodal Machine Learning for Stress Detection (2021)Employing Multimodal Machine …Electrocardiogram-Based Emotion Recognition Systems and Their Applications in Healthcare—A Review (2021)Electrocardiogram-Based Emoti…A Transformer Architecture for Stress Detection from ECG (2021)A Transformer Architecture fo…Self-Supervised Learning for ECG-Based Emotion Recognition (2020)Self-Supervised Learning for …Effect of Person-specific Biometrics in Improving Generic Stress Predictive Models (2020)Effect of Person-specific Bio…Physiological signal based work stress detection using unobtrusive sensors (2018)Physiological signal based wo…Stress Detection in Working People (2017)Stress Detection in Working P…Detecting Work Stress in Offices by Combining Unobtrusive Sensors (2016)Detecting Work Stress in Offi…Construct validity in psychological tests. 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(2012)New Ways of Working: Impact on Working Conditions, Work–Family Balance, and Well-Being (2014)Toward machine emotional intelligence: analysis of affective physiological state (2001)Toward an affect-sensitive multimodal human-computer interaction (2003)Empirically building and evaluating a probabilistic model of user affect (2009)Multimodal semi-automated affect detection from conversational cues, gross body language, and facial features (2010)Automated Detection of Engagement Using Video-Based Estimation of Facial Expressions and Heart Rate (2016)A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting (1997)A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions (2008)DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices (2017)Emotions Recognition Using EEG Signals: A Survey (2017)Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)Intraclass correlations: Uses in assessing rater reliability. (1979)Stress, appraisal, and coping (1985)The Measurement of Engagement and Burnout: A Two Sample Confirmatory Factor Analytic Approach (2002)Job demands, job resources, and their relationship with burnout and engagement: a multi‐sample study (2004)Stress: Appraisal and Coping (2013)Judgment under Uncertainty: Heuristics and Biases (1974)Judgment under Uncertainty: Heuristics and Biases (1975)Telling more than we can know: Verbal reports on mental processes. (1977)The Out-of-the-Loop Performance Problem and Level of Control in Automation (1995)Nasa-Task Load Index (NASA-TLX); 20 Years Later (2006)Measuring neurophysiological signals in aircraft pilots and car drivers for the assessment of mental workload, fatigue and drowsiness (2012)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)An argument for basic emotions (1992)Emotion Recognition Using Different Sensors, Emotion Models, Methods and Datasets: A Comprehensive Review (2023)Facial Emotion Recognition (FER) Through Custom Lightweight CNN Model: Performance Evaluation in Public Datasets (2024)A review on EEG-based multimodal learning for emotion recognition (2025)Stress Detection by Machine Learning and Wearable Sensors (2021)
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References

  • 1988Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical Research15,045 cited
  • 2001The job demands-resources model of burnout.13,574 cited
  • 1994Measuring emotion: The self-assessment manikin and the semantic differential9,531 cited
  • 2011A Multimodal Database for Affect Recognition and Implicit Tagging1,664 cited
  • 2008The cost of interrupted work696 cited
  • 2005Multimodal affect recognition in learning environments339 cited
  • 2009Daily recovery from work-related effort during non-work time337 cited
  • 1984The Internal Control Index: A Newly Developed Measure of Locus of Control269 cited

Cited by

  • 2021Electrocardiogram-Based Emotion Recognition Systems and Their Applications in Healthcare—A Review213 cited
  • 2016Detecting Work Stress in Offices by Combining Unobtrusive Sensors184 cited
  • 2017Stress Detection in Working People177 cited
  • 2020Self-Supervised Learning for ECG-Based Emotion Recognition146 cited
  • 2024A machine-learning approach for stress detection using wearable sensors in free-living environments83 cited
  • 2022Human Stress Detection With Wearable Sensors Using Convolutional Neural Networks78 cited
  • 2024

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Personalized Stress Detection Using Biosignals from Wearables: A Scoping Review
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  • 2022Evaluating different configurations of machine learning models and their transfer learning capabilities for stress detection using heart rate67 cited
  • 2023Ensemble machine learning model trained on a new synthesized dataset generalizes well for stress prediction using wearable devices64 cited
  • 2023Machine learning for cognitive behavioral analysis: datasets, methods, paradigms, and research directions61 cited
  • 2020Effect of Person-specific Biometrics in Improving Generic Stress Predictive Models60 cited
  • 2018Physiological signal based work stress detection using unobtrusive sensors59 cited
  • 2023Cross Dataset Analysis for Generalizability of HRV-Based Stress Detection Models57 cited
  • 2023Multi-Class Stress Detection Through Heart Rate Variability: A Deep Neural Network Based Study57 cited