WARD: an exploratory study of an affective sociotechnical framework for addressing medical errors
Proceedings of the 44th annual Southeast regional conference
Affective Video Data Collection Using an Automobile Simulator
ACII '07 Proceedings of the 2nd international conference on Affective Computing and Intelligent Interaction
ACM Transactions on Applied Perception (TAP)
O' game, can you feel my frustration?: improving user's gaming experience via stresscam
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Empirically building and evaluating a probabilistic model of user affect
User Modeling and User-Adapted Interaction
A Method to Monitor Operator Overloading
Proceedings of the 13th International Conference on Human-Computer Interaction. Part I: New Trends
IEEE Journal on Selected Areas in Communications - Special issue on body area networking: Technology and applications
Normalizing multi-subject variation for drivers' emotion recognition
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Mining driving safety pattern using semi-supervised learning on time series data
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Addressing the problems of data-centric physiology-affect relations modeling
Proceedings of the 15th international conference on Intelligent user interfaces
A novel method to monitor driver's distractions
CHI '10 Extended Abstracts on Human Factors in Computing Systems
Non-intrusive physiological monitoring for automated stress detection in human-computer interaction
HCI'07 Proceedings of the 2007 IEEE international conference on Human-computer interaction
A general framework to detect unsafe system states from multisensor data stream
IEEE Transactions on Intelligent Transportation Systems
Unobtrusive physiological monitoring in an airplane seat
Personal and Ubiquitous Computing
Psycho-physiological measures for assessing cognitive load
Proceedings of the 12th ACM international conference on Ubiquitous computing
Driving safety monitoring using semisupervised learning on time series data
IEEE Transactions on Intelligent Transportation Systems
Real-time driving danger-level prediction
Engineering Applications of Artificial Intelligence
Distributed sensor for steering wheel grip force measurement in driver fatigue detection
Proceedings of the Conference on Design, Automation and Test in Europe
A novel middleware solution to improve ubiquitous healthcare systems aided by affective information
IEEE Transactions on Information Technology in Biomedicine - Special section on affective and pervasive computing for healthcare
Discriminating stress from cognitive load using a wearable EDA device
IEEE Transactions on Information Technology in Biomedicine - Special section on affective and pervasive computing for healthcare
A multi-module case-based biofeedback system for stress treatment
Artificial Intelligence in Medicine
Mobile Networks and Applications
FAC'11 Proceedings of the 6th international conference on Foundations of augmented cognition: directing the future of adaptive systems
Driving distraction analysis by ECG signals: an entropy analysis
IDGD'11 Proceedings of the 4th international conference on Internationalization, design and global development
Area-based photo-plethysmographic sensing method for the surfaces of handheld devices
Proceedings of the 24th annual ACM symposium on User interface software and technology
Recording affect in the field: towards methods and metrics for improving ground truth labels
ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part I
Call center stress recognition with person-specific models
ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part I
Emotional investment in naturalistic data collection
ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part I
Multimodal person independent recognition of workload related biosignal patterns
ICMI '11 Proceedings of the 13th international conference on multimodal interfaces
Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems
Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems
Progress and challenges in intelligent vehicle area networks
Communications of the ACM
Presbyacousis and stress evaluation in urban settings
Proceedings of the 4th International Symposium on Applied Sciences in Biomedical and Communication Technologies
Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium
Out of the lab and into the fray: towards modeling emotion in everyday life
Pervasive'10 Proceedings of the 8th international conference on Pervasive Computing
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing
Tune in to your emotions: a robust personalized affective music player
User Modeling and User-Adapted Interaction
FEEL: frequent EDA and event logging -- a mobile social interaction stress monitoring system
CHI '12 Extended Abstracts on Human Factors in Computing Systems
Modelling stress recognition in conflict resolution scenarios
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
Personal Health System architecture for stress monitoring and support to clinical decisions
Computer Communications
Multimodal behavioral analysis for non-invasive stress detection
Expert Systems with Applications: An International Journal
Understanding physiological responses to stressors during physical activity
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Minimizing private data disclosures in the smart grid
Proceedings of the 2012 ACM conference on Computer and communications security
Computer Methods and Programs in Biomedicine
Artificial neural network classification models for stress in reading
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part IV
Cross-validation of bimodal health-related stress assessment
Personal and Ubiquitous Computing
Subject-dependent biosignal features for increased accuracy in psychological stress detection
International Journal of Human-Computer Studies
Hybrid genetic algorithms for stress recognition in reading
EvoBIO'13 Proceedings of the 11th European conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics
MoodWings: a wearable biofeedback device for real-time stress intervention
Proceedings of the 6th International Conference on PErvasive Technologies Related to Assistive Environments
Leveraging biosignal and collaborative filtering for context-aware recommendation
Proceedings of the 1st ACM international workshop on Multimedia indexing and information retrieval for healthcare
The relationship between stress and conflict handling style in an ODR environment
JSAI-isAI'12 Proceedings of the 2012 international conference on New Frontiers in Artificial Intelligence
Modeling stress recognition in typical virtual environments
Proceedings of the 7th International Conference on Pervasive Computing Technologies for Healthcare
Virtual butler: what can we learn from adaptive user interfaces?
Your Virtual Butler
Applied Soft Computing
Modeling observer stress for typical real environments
Expert Systems with Applications: An International Journal
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This paper presents methods for collecting and analyzing physiological data during real-world driving tasks to determine a driver's relative stress level. Electrocardiogram, electromyogram, skin conductance, and respiration were recorded continuously while drivers followed a set route through open roads in the greater Boston area. Data from 24 drives of at least 50-min duration were collected for analysis. The data were analyzed in two ways. Analysis I used features from 5-min intervals of data during the rest, highway, and city driving conditions to distinguish three levels of driver stress with an accuracy of over 97% across multiple drivers and driving days. Analysis II compared continuous features, calculated at 1-s intervals throughout the entire drive, with a metric of observable stressors created by independent coders from videotapes. The results show that for most drivers studied, skin conductivity and heart rate metrics are most closely correlated with driver stress level. These findings indicate that physiological signals can provide a metric of driver stress in future cars capable of physiological monitoring. Such a metric could be used to help manage noncritical in-vehicle information systems and could also provide a continuous measure of how different road and traffic conditions affect drivers.