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Advanced research on
human behavior
We collaborate with the best research teams in the world to advance the understanding of human health in real-life settings. Our work is focused on measuring and quantifying the impact of wearable technology in health, while our products have been used in a breadth of contexts, from large scale clinical trials to intimate academic studies. Together, we are pioneering and establishing new ways to care for patients, in neurology and beyond.
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2022 other
e4
e4
2022 other
Machine Learning for Healthcare Wearable Devices: The Big Picture.
Journal of Healthcare Engineering
2022 other
2022 other
2022 other
2022 Epilepsy
2022 other
2022 other
2022 other
2022 other
One-dimensional convolutional neural networks for low/high arousal classification from electrodermal activity
Biomedical Signal Processing and Control.
2022 other
2022 epilepsy
2021 other
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2021 epilepsy
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2021 epilepsy
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e4
2021 other
2021 other
Using Nostalgia Films to Stimulate Spontaneous Autobiographical Remembering in Alzheimer’s Disease.
Journal of Applied Research in Memory and Cognition.
2021 other
Brief Report: The Effectiveness of Hugging a Huggable Device Before Having a Conversation with an Unfamiliar Person for Autism Spectrum Disorders.
Journal of Autism and Developmental Disorders.
2021 monitoring
2021 stress
Can passive measurement of physiological distress help better predict suicidal thinking?
Translational Psychiatry.
2021 epilepsy
2021 other
2021 other
Innovative new model predicts glucose levels without poking or prodding.
npj Digital Medicine.
2021 stress
2021 other
2021 other
2021 other
2021 other
2021 stress
Discrimination of simultaneous psychological and physical stressors using wristband biosignals.
Computer Methods and Programs in Biomedicine.
2021 stress
2021 other
Multiclass emotion prediction using heart rate and virtual reality stimuli.
Journal of Big Data.
2021 sleep
2021 other
2021 other
2021 epilepsy 2021 other
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e4
Identifying Opioid Withdrawal Using Wearable Biosensors.
Proceedings of the 54th Hawaii International Conference on System Sciences.
2021 other
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Real-Time Quality Index to Control Data Loss in Real-Life Cardiac Monitoring Applications.
Univ. Grenoble Alpes (F-38000 Grenoble, France)
2021 other
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e4
Feels like Team Spirit: Biometric and Strategic Interdependence in Asymmetric Multiplayer VR Games.
CHI '21: Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems. May 2021.
2021 other
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e4
Can a Smartband be Used for Continuous Implicit Authentication in Real Life.
IEEE Xplore Access Volume: 8.
2020 stress
Evaluating the Reproducibility of Physiological Stress Detection Models.
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies.
2020 other
2020 other
2020 other
WAUC: A Multi-Modal Database for Mental Workload Assessment Under Physical Activity.
Frontiers in Neuroscience
2020 other
Urban Emotion Sensing Beyond ‘Affective Capture’: Advancing Critical Interdisciplinary Methods.
International Journal of Environmental Research and Public Health.
2020 other
Hybrid System of Emotion Evaluation in Physiotherapeutic Procedures.
Sensors (Basel, Switzerland).
2020 other
2020 sleep 2020 stress
e4
e4
Effects of Stress on Performance during Highly Demanding Tasks in Student Pilots.
The International Journal of Aerospace Psychology, Volume 31 - 2020.
2020 stress
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e4
Stress Allostasis in Substance Use Disorder: Promise, Progress, and Emerging Priorities in Clinical Research.
Annu Rev Clin Psychol. 2020 May 7; 16: 401–430.
2020 stress
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Reflective and Reflexive Stress Responses of Older Adults to Three Gaming Experiences In Relation to Their Cognitive Abilities: Mixed Methods Crossover Study.
JMIR Ment Health. 2020 Mar; 7(3): e12388.
2020 other
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2020 other
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e4
Pedometer-measured physical activity among emergency physicians during shifts.
The American Journal of Emergency Medicine, Volume 38, Issue 1, P118-121, January 01, 2020.
2020 other
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e4
Technologies for Opioid Use Disorder Management: Mobile App Search and Scoping Review.
JMIR Mhealth Uhealth. 2020 Jun; 8(6): e15752.
2020 other
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e4
Effects of a Virtual Pointer on Trainees’ Cognitive Load and Communication Efficiency in Surgical Training.
AMIA Annu Symp Proc. 2019; 2019: 1197–1206.
2020 other
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Low-Burden Mobile Monitoring, Intervention, and Real-Time Analysis Using the Wear-IT Framework: Example and Usability Study.
JMIR Form Res. 2020 Jun; 4(6): e16072.
2020 other
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e4
Influence of the Acoustic Environment in Hospital Wards on Patient Physiological and Psychological Indices.
Front Psychol. 2020; 11: 1600.
2020 other
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e4
Non-invasive Neurophysiology in Learning and Training: Mechanisms and a SWOT Analysis.
Front Neurosci. 2020; 14: 589.
2020 other
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2020 other
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Wearable Sensing Devices for Point of Care Diagnostics.
ACS Appl. Bio Mater. 2021, 4, 1, 47–70.
2020 other
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e4
The state of artificial intelligence-based FDA-approved medical devices and algorithms: an online database.
npj Digital Medicine volume 3, Article number: 118 (2020).
2020 other
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e4
Using Machine Learning to Train a Wearable Device for Measuring Students’ Cognitive Load during Problem-Solving Activities Based on Electrodermal Activity, Body Temperature, and Heart Rate: Development of a Cognitive Load Tracker for Both Personal and Classroom Use.
Sensors (Basel). 2020 Sep; 20(17): 4833.
2020 other
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e4
Comparison of Regression and Classification Models for User-Independent and Personal Stress Detection.
Sensors (Basel). 2020 Aug; 20(16): 4402.
2020 other
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e4
Wireless Measurement of Sympathetic Arousal During in vivo Occupational Therapy Sessions.
Front Integr Neurosci. 2020; 14: 539875.
2020 other
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A Usability Study of Physiological Measurement in School Using Wearable Sensors.
Sensors (Basel). 2020 Sep; 20(18): 5380.
2020 stress
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e4
Stress Tracker—Detecting Acute Stress From a Trackpad: Controlled Study.
J Med Internet Res. 2020 Oct; 22(10): e22743.
2020 stress
e4
e4
Stress Classification Using Photoplethysmogram-Based Spatial and Frequency Domain Images.
Sensors (Basel). 2020 Sep; 20(18): 5312.
2020 other
2020 sleep
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An unbiased, efficient sleep–wake detection algorithm for a population with sleep disorders: change point decoder.
Sleep, Volume 43, Issue 8, August 2020, zsaa011.
2020 other
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e4
Effects of an Unexpected and Expected Event on Older Adults’ Autonomic Arousal and Eye Fixations During Autonomous Driving.
Front Psychol. 2020; 11: 571961.
2020 other
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The Effects of the Driver’s Mental State and Passenger Compartment Conditions on Driving Performance and Driving Stress.
Sensors (Basel). 2020 Sep; 20(18): 5274.
2020 other
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e4
A Multi-Sensor Approach to Automatically Recognize Breaks and Work Activities of Knowledge Workers in Academia.
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous TechnologiesVol. 4, No. 3
2020 sleep
2020 other
2020 other
2020 other
2020 epilepsy
e4
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2020 epilepsy
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e4
2020 epilepsy
2020 epilepsy
2020 epilepsy
2020 epilepsy
2020 monitoring
Continuous physiological monitoring using wearable technology to inform individual management of infectious diseases, public health and outbreak responses.
International Journal of Infectious Diseases.
2020 other
Assessment of the potential of wrist-worn wearable sensors for driver drowsiness detection.
Sensors (Basel, Switzerland).
2020 other
An emotional roller-coaster: Electrophysiological evidence of emotional engagement during a roller-coaster ride with virtual reality add-on.
Journal of Hospitality & Tourism Research.
2020 other
Framework for selecting and benchmarking mobile devices in psychophysiological research.
Behavior Research Methods.
2020 stress
Distinguishing anxiety subtypes of English language learners towards augmented emotional clarity.
Artificial Intelligence in Education.
2020 sleep
Making sense of sleep: Multimodal sleep stage classification in a large, diverse population using movement and cardiac sensing.
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies.
2020 other
Adaptive, Real-time, Intelligent System to Enhance Self-care of Chronic Disease (ARISES).
Imperial College Clinical Research Facility. London, United Kingdom.
2020 stress
2020 stress
Exploring bio-behavioral signal trajectories of state anxiety during public speaking
2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
2020 stress
e4
e4
How to relax in stressful situations: A smart stress reduction system.
General Psychology and Communication Psychology, Catholic University of Milan
2020 stress
Objective measurement of physician stress in the emergency department using a wearable sensor.
Proceedings of the 53rd Hawaii International Conference on System Sciences | 2020
2020 epilepsy
From seizure detection to prediction: A review of wearables and related devices applicable to epileptic seizure prediction via peripheral measurements.
IT - Instituto de Telecomunicações. Instituto Superior Técnico, Lisboa, Portugal.
2020 other
Artificial intelligence in medicine: today and tomorrow.
Medical Informatics, School of Medicine, Université Libre de Bruxelles, Brussels, Belgium.
2020 other
Review of consumer wearables in emotion, stress, meditation, sleep and activity detection and analysis.
Department of Computational Intelligence Faculty of Computer Science and Management Wrocław University of Science and Technology Wrocław, Poland.
2020 other
Psychophysiological measures of cognitive lead in physician team leaders during trauma resuscitation.
Computers in Human Behavior.
2020 other
Music emotion detection: A framework based on electrodermal activities.
Dipartimento di Elettronica, Informazione e Bioingegneria. Politecnico di Milano.
2020 e4
Pedometer-measured physical activity among emergency physicians during shifts.
The American Journal of Emergency Medicine, 38(1), 118–121.
2020 monitoring
e4
e4
2019 sleep
2019 stress
2019 epilepsy
2019 epilepsy
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2019 e4
2019 other
Evaluation of a VR system for Pain Management using binarial acoustic stimulation.
Multimedia Tools and Applications, Springer Science+Business Media
2019 e4
2019 e4
Detecting Moments of Stress from Measurements of Wearable Physiological Sensors.
Sensors, 19(17), 3805.
2019 e4
Stressing the accuracy: Wrist‐worn wearable sensor validation over different conditions.
Psychophysiology, 56(11).
2019 e4
Multi-Modal Acute Stress Recognition Using Off-the-Shelf Wearable Devices.
2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2196–2201.
2019 e4
Sleep quality prediction in caregivers using physiological signals.
Computers in Biology and Medicine, 110, 276–288.
2019 other
2019 monitoring
e4
e4
Reliable respiratory rate extraction using PPG.
2020 IEEE 11th Latin American Symposium on Circuits & Systems (LASCAS).
2019 e4
Physiological monitoring of aerospace crew state.
Virginia Tech, NASA Johnson Space Center.
2019 seizure detectionProspective Evaluation of Generalized Tonic-Clonic Seizure Multimodal Detection Comparison between Pediatric and Adult Cohorts in EMU.
American Epilepsy Society 73rd Annual Meeting 2019, Baltimore, MD, USA.
2019 seizure detectionProspective evaluation of seizure detection performance of the Embrace wristband on pediatric patients in the epilepsy monitoring unit.
2nd International Congress on Mobile Devices and Seizure Detection in Epilepsy. Lausanne, Switzerland.
2019 seizure detectionWrist accelerometry-based detection of nocturnal myoclonic seizures.
2nd International Congress on Mobile Devices and Seizure Detection in Epilepsy. Lausanne, Switzerland.
2019 seizure detectionImprovement of generalized tonic-clonic seizure detection by Embrace wristband on inpatient and outpatient data.
2nd International Congress on Mobile Devices and Seizure Detection in Epilepsy. Lausanne, Switzerland.
2019 seizure detectionMultimodal wrist-worn devices for seizure detection and advancing research: Focus on the Empatica wristbands.
Epilepsy Research, 153, 79–82.
2019 stress
Public speaking anxiety in a real classroom: Towards developing a reflection system.
Extended Abstracts of the 2019 CHI Conference on Human Factors in Computing Systems
2019 e4
other
other
Using unobtrusive wearable sensors to measure the physiological synchrony between presenters and audience members.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 3(1), 13:1–13:19.
2019 e4
other
other
Emotion classification using advanced machine learning techniques applied to wearable physiological signals data.
PhD, Queensland University of Technology.
2019 e4
other
other
A machine learning-based approach for collaborative non-adherence detection during opioid abuse surveillance using a wearable biosensor.
Biomedical Engineering Systems and Technologies, International Joint Conference, BIOSTEC
2018 other
Towards technology-based interventions for improving emotional and cognitive control.
Extended Abstracts of the 2018 CHI Conference.
2018 monitoring
e4
e4
Using sensor technology to capture the structure and content of team interactions in medical emergency teams during stressful moments.
Vol 6 No 3 (2018): Frontline Learning Research: Special issue (Part 1).
2018 e4
2018 e4
Using sleep time data from wearable sensors for early detection of migraine attacks.
Sensors (Basel, Switzerland), 18(5).
2018 seizure detectionAutonomic characterization of non-convulsive seizures based on wrist-worn sensors.
American Epilepsy Society 72nd Annual Meeting 2018, New Orleans.
2018 seizure detectionClinical evaluation of the Embrace smartwatch detection capability of generalized tonic-clonic seizures recorded at the ankles.
American Epilepsy Society 72nd Annual Meeting 2018, New Orleans.
2018 seizure detectionCommon data elements for epilepsy mobile health systems.
Epilepsia, 59(5), 1020–1026.
2018 seizure detectionPerformance assessment of Embrace, the first FDA approved smartwatch for convulsive seizure detection.
Partners Against Mortality in Epilepsy meeting.
2018 seizure detection2018 seizure detectionSleep and memory consolidation in older patients with epilepsy: A neurophysiological analysis.
American Epilepsy Society 72nd Annual Meeting 2018, New Orleans.
2018 e4
other
other
HealthyClassroom: A proof-of-concept study for discovering students’ daily moods and classroom emotions to enhance a learning-teaching process using heterogeneous sensors.
International Conference on Pattern Recognition Applications and Methods 2018.
2018 sudep
Sudden unexpected death in epilepsy: Risk factors, biomarkers, and prevention.
Acta Neurologica Scandinavica.
2018 monitoring
e4
e4
Using sensor technology to capture the structure and content of team interactions in medical emergency teams during stressful moments.
Frontline Learning Research, 123–147.
2018 other
An inter-domain study for arousal recognition from physiological signals.
Informatica, 42(1).
2018 e4
other
other
EngageMon: Multi-modal engagement sensing for mobile games.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2(1), 13:1–13:27.
2018 seizure detection
Are the days of counting seizures numbered?
Current Opinion in Neurology, 31(2), 162–168.
2018 e4
stress
stress
Just Breathe: In-car Interventions for guided slow breathing.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2(1), 28:1–28:23.
2018 other
Evaluation of the accuracy and reliability for photoplethysmography based heart rate and beat-to-beat detection during daily activities.
EMBEC & NBC 2017 (pp. 145–148). Springer Singapore.
2018 other
Profiling sympathetic arousal in a physics course: How active are students?
Journal of Computer Assisted Learning, 34(4), 397–408.
2018 e4
other
other
Recent trends in machine learning for human activity recognition—A survey.
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery.
2018 e4
other
other
Tracking technologies and urban analysis: Adding the emotional dimension.
Cities, 72, Part A, 34–42.
2018 e4
other
other
Using sleep time data from wearable sensors for early detection of migraine attacks.
Sensors, 18(5), 1374.
2018 e4
other
other
Continuous blood pressure estimation from PPG signal.
Informatica, 42(1).
2018 epilepsy
RADAR-base: Major depressive disorder and epilepsy case studies.
International Symposium on Pervasive and Ubiquitous Computing and Wearable Computers, 1735–1743.
2018 other
A review of wearable solutions for physiological and emotional monitoring for use by people with autism spectrum disorder and their caregivers.
Sensors (Basel, Switzerland), 18(12).
2018 seizure detection
Seizure detection: Do current devices work? And when can they be useful?
Current Neurology and Neuroscience Reports, 18(7).
2017 e4Assessment of physiological signals during happiness, sadness, pain or anger.
Wireless Mobile Communication and Healthcare (Vol. 192, pp. 107–114). Springer International Publishing.
2017 e4A simple algorithm for emotion recognition, using physiological signals of a smart watch.
2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2353–2356.
2017 seizure detectionMulticenter clinical assessment of improved wearable multimodal convulsive seizure detectors.
Epilepsia, 58(11), 1870–1879.
2017 sudep 2017 e4
Detection of atrial fibrillation episodes using a wristband device.
Physiological Measurement Vol.38.
2017 seizure detectionReal time Performance in Outpatient Settings for Embrace Seizure Detection System with User-Adjustable Sensitivity.
American Epilepsy Society 71st Annual Meeting 2017, Washington D.C.
2017 seizure detectionReal time seizure detection performance with Embrace alert system, One year real-life setting case study.
1st International congress on mobile health devices and seizure detection in epilepsy, Copenhaghen.
2017 seizure detectionTuning decision thresholds for active/rest periods significantly improves seizure detection algorithm performance, An evaluation using Embrace Smartwatch on outpatient settings.
32nd International Epilepsy Congress, Barcelona.
2017 e4
other
other
2017 e4
other
other
Skin conductance as an in situ marker for emotional arousal in children with neurodevelopmental communication impairments: Methodological considerations and clinical implications.
ACM Transactions on Accessible Computing, 9(3), 1–29.
2017 e4
other
other
Sleep Devices: Wearables and nearables, informational and interventional, consumer and clinical.
Metabolism - Clinical and Experimental, 0(0).
2017 e4
other
other
Using wearable technology to detect the autonomic signature of illness severity in schizophrenia.
Schizophrenia Research, In Press.
2017 e4
stress
stress
Deep structures of collaboration: Physiological correlates of collective intelligence and group satisfaction.
20th ACM Conference on Computer-Supported Cooperative Work and Social Computing (CSCW 2017).
2017 e4
stress
stress
Racing heart and sweaty palms.
Intelligent Virtual Agents (Vol. 10498, pp. 83–86). Springer International Publishing.
2017 e4
other
other
Using emotions to empower the self-adaptation capability of software services.
Proceedings of the 2nd International Workshop on Emotion Awareness in Software Engineering, 15–21.
2017 e4
Detection of atrial fibrillation episodes using a wristband device.
Physiological Measurement, Volume 38.
2017 e4
other
other
Phyisiological biomarkers for detection of imminent aggression in minimally verbal children with Autism Spectrum Disorder.
Journal of the American Academy of Child & Adolescent Psychiatry, 56, S256–S257.
2017 e4
other
other
Effects of sharing physiological states of players in a collaborative virtual reality gameplay.
Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems, 4045–4056.
2017 e4
other
other
TimeOut: Designing for emotional and cognitive control.
Master in Information Science. Universitas Bergensis.
2017 e4
stress
stress
2017 e4
stress
stress
Objective assessment of depressive symptoms with machine learning and wearable sensors data.
International Conference on Affective Computing and Intelligent Interaction (ACII), San Antonio, Texas.
2017 e4
sleep
sleep
Objective vs. subjective reports of sleep quality in major depressive disorder: A pilot study.
Anxiety and Depression Conference (ADAA), San Francisco, California.
2017 other
Classification of physiological data for emotion recognition.
Artificial Intelligence and Soft Computing, 619–627.
2017 e4
other
other
The impact of soundtrack congruency on the aesthetic experience of contemporary dance: Exploring aesthetic interaction in terms of arousal and enjoyment ratings in three audio settings.
25th Anniversary Conference of the European Society for the Cognitive Sciences of Music, Ghent, Belgium.
2017 e4
other
other
Using wearable physiological sensors to predict energy expenditure.
2017 International Conference on Rehabilitation Robotics (ICORR)
2017 e4
other
other
All inkjet-printed graphene-based conductive patterns for wearable e-textile applications.
Journal of Materials Chemistry C.
2017 other
Preferences in tracking dimensions for wearable technology.
International Journal of Clothing Science and Technology.
2017 monitoring
e4
e4
Early detection of migraine attacks based on wearable sensors: Experiences of data collection using Empatica E4.
2017 ACM International Symposium on Wearable Computer.
2017 e4
other
other
Energy efficient heart rate sensing using a painted electrode ECG wearable.
2017 Global Internet of Things Summit (GIoTS).
2017 e4
other
other
Promoting CARE: Changes via Awareness, Recognition and Experience.
Proceedings of the 2017 Conference on Interaction Design and Children, 783–787.
2017 e4
other
other
Exploring the behaviour of distracted drivers during different levels of automation in driving.
International Conference on Driver Distraction and Inattention (DDI2017).
2017 sudep
2017 e4
other
other
Exploring the effect of vibrotactile feedback through the floor on social presence in an immersive virtual environment.
Virtual Reality (VR), 2017 IEEE, 105–111.
2017 e4
other
other
Mobile Health Technology Using a Wearable Sensorband for Female College Students With Problem Drinking: An Acceptability and Feasibility Study.
JMIR MHealth and UHealth, 5(7), e90.
2017 monitoring
e4
e4
Wearable sensors for remote health monitoring.
State-of-the-Art Sensors Technology in Canada 2017.
2017 other
Internet of Things based e-health systems: Ideas, expectations and concerns.
In Handbook of Large-Scale Distributed Computing in Smart Healthcare (pp. 241–280).
2017 other
Short communication: Emerging technologies for biometeorology.
International Journal of Biometeorology, 1–8.
2017 e4
other
other
A Driver State Detection System-Combining a Capacitive Hand Detection Sensor With Physiological Sensors.
IEEE Transactions on Instrumentation and Measurement, PP(99), 1–13.
2017 e4
other
other
Biosensing and geography: A mixed methods approach.
Applied Geography, 87, 160–169.
2017 e4
sleep
sleep
A deep learning-based approach for the recognition of sleep disorders in patients with cognitive diseases: A case study.
Annals of Computer Science and Information Systems, Volume 12.
2017 e4
other
other
2017 other
The revolution of personalized psychiatry: Will technology make it happen sooner?
Psychological Medicine, 1–9.
2017 e4
other
other
Quantity of movement as a measure of engagement for dementia: The influence of motivational disorders.
American Journal of Alzheimer’s Disease & Other Dementiasr, 1533317517739700.
2017 other
Biometrics wave poised to transform future driving.
Biometric Technology Today, 2017(5), 5–8.
2017 e4
other
other
Emotion recognition using physiological signals: Laboratory vs. wearable sensors.
Advances in Human Factors in Wearable Technologies and Game Design, 15–22.
2017 other
Space–Emotion in acousmatic music.
Organised Sound, 22(3), 394–405.
2017 e4
other
other
Using support vector machines for atrial fibrillation screening.
2017 IEEE 26th International Symposium on Industrial Electronics (ISIE).
2017 e4
stress
stress
2017 e4
other
other
2017 e4
other
other
A Survey of Wearable Devices and Challenges.
IEEE Communications Surveys Tutorials, PP(99), 1–1.
2017 e4
stress
stress
Social and competition stress detection with wristband physiological signals.
2017 IEEE 14th International Conference on Wearable and Implantable Body Sensor Networks (BSN), 39–42.
2017 e4
other
other
Real-time measurement of tourists’ objective and subjective emotions in time and space.
Journal of Travel Research, 0047287517691155.
2017 e4
other
other
Understanding the relationship between performance characteristics, shot selection and decision-making in the game of tennis.
Doctor of Philosophy (PhD). Clemson University.
2017 e4
other
other
Expanding the scope of learning analytics data: Preliminary findings on attention and self-regulation using wearable technology.
Proceedings of the Seventh International Learning Analytics & Knowledge Conference, 203–207.
2017 other
On the impact of affect in software engineering.
Université de Montréal.
2017 e4
seizure detection
seizure detection
2017 e4
other
other
Joint action aesthetics.
PLOS ONE, 12(7), e0180101.
2017 e4
other
other
Mood controlled affective ambiences for the elderly.
University of Twente.
2017 e4
other
other
Arousal detection for biometric data in built environments using machine learning.
IJCAI 2017 Workshop on Artificial Intelligence in Affective Computing, 58–72.
2017 e4
other
other
Mediated atmospheres: A multimodal mediated work environment.
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 1(2), 1–23.
2016 seizure detectionImprovement of a convulsive seizure detector relying on accelerometer and electrodermal activity collected continuously by a wristband.
2016 Epilepsy Pipeline Conference, San Francisco, California.
2016 seizure detectionEmbrace, a wearable convulsive seizure detection and alert system. First performance report of a case study in real-life settings.
American Epilepsy Society Annual Meeting.
2016 seizure detectionA wristband assessment of accelerometryand autonomic activity of epileptic patients.
Partners Against Mortality in Epilepsy.
2016 seizure detectionImproving convulsive seizure detection by exploiting data from outpatient settings using the Embrace wristband.
12th European Congress on Epileptology, Prague.
2016 other
A review of theoretical and practical challenges of trusted autonomy in big data.
IEEE Access, 4, 2808–2830.
2016 e4
other
other
2016 other
A thermal emotion classifier for improved human-robot interaction.
Robot and Human Interactive Communication (RO-MAN), 2016 25th IEEE International Symposium On, 718–723.
2016 e4
other
other
Remote patient monitoring for improving outpatient care of patients at risk for sepsis.
2016 IEEE Systems and Information Engineering Design Symposium (SIEDS), 136–141.
2016 epilepsy
Multi-Biosignal Analysis for Epileptic Seizure Monitoring.
International Journal of Neural Systems, 1650031.
2016 epilepsy
A short review and primer on electrodermal activity in human computer interaction applications.
ArXiv Preprint ArXiv:1608.06986.
2016 e4
other
other
An eye-tracking assessment of coronary care nurses during the interpretation of patient monitoring scenarios.
Computing in Cardiology 2016, Vancouver, Canada.
2016 e4
other
other
Leveraging biometric data to boost software developer productivity.
2016 IEEE 23rd International Conference on Software Analysis, Evolution, and Reengineering (SANER), 5, 66–77.
2016 other
From big data to deep insight in developmental science.
Wiley interdisciplinary reviews: Cognitive science.
2016 e4
stress
stress
Continuous stress detection using a wrist device: In laboratory and real life.
Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct, 1185–1193.
2016 e4
other
other
Remembering through lifelogging: A survey of human memory augmentation.
Pervasive and Mobile Computing.
2016 e4
other
other
2016 other
Managing emotions for the treatment of patients with chronic low back pain.
Proceedings of the XVII International Conference on Human Computer Interaction, 30:1–30:2.
2016 seizure detection
2016 other
Emerging security mechanisms for medical cyber physical systems.
IEEE/ACM Transactions on Computational Biology and Bioinformatics, PP(99), 1–1.
2016 e4
other
other
Visualizing excitement of individuals and groups.
Proceedings of EmoVis 2016, 15–22.
2016 other
Method for improving EEG based emotion recognition by combining it with synchronized biometric and eye tracking technologies in a non-invasive and low cost way.
Frontiers in Computational Neuroscience, 85.
2016 e4
stress
stress
2016 other
Emotional arousal estimation while reading comics based on physiological signal analysis.
Proceedings of the 1st International Workshop on CoMics ANalysis, Processing and Understanding, 7:1–7:4.
2016 e4
other
other
Validation of the Empatica E4 wristband.
2016 IEEE EMBS International Student Conference (ISC).
2016 e4
other
other
Using biometric sensors to increase developers’ productivity.
University of Zurich, Switzerland 2016.
2016 e4
other
other
Using (bio)metrics to predict code quality online.
Proceedings of the 38th International Conference on Software Engineering, 452–463.
2016 e4
stress
stress
A comparison of wearable and stationary sensors for stress detection.
2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 004362–004366.
2016 e4
stress
stress
Your environment and you: Investigating stress triggers and characteristics of the built environment.
Master of Landscape Architecture, Kansas State University.
2016 e4
sleep
sleep
Novel approaches to measuring infant daytime sleep neurophysiology and autonomic activity.
Temporal Dynamics of Learning Center.
2016 e4
other
other
Investigating collaborative learning success with physiological coupling indices based on electrodermal activity.
Proceedings of the Sixth International Conference on Learning Analytics & Knowledge, 64–73.
2016 e4
other
other
Wearable devices and their applications in surgical robot control and p-medicine.
IEEE 20th International Conference on Computer Supported Cooperative Work in Design.
2016 other
Personal informatics for everyday life: How users without prior self-tracking experience engage with personal data.
International Journal of Human-Computer Studies, 94, 1–17.
2016 other
All the feels: Introducing biometric data to online gameplay streams.
Proceedings of the 2016 Annual Symposium on Computer-Human Interaction in Play Companion Extended Abstracts, 261–267.
2016 seizure detection
Detection and prediction of seizures using a wrist-based wearable platform.
Journal of Chemical and Pharmaceuticcal Sciences, 9(4), 3208–3215.
2016 e4
other
other
HuSIS: A dedicated space for studying human interactions.
IEEE Computer Graphics and Applications, 36(6), 26–36.
2016 e4
other
other
Emotion recognition based on physiological sensor data using codebook approach.
Information Technologies in Medicine (pp. 27–39). Springer International Publishing.
2016 e4
other
other
Comprehensive observation and its role in self-awareness; an emotion recognition system example.
2016 Federated Conference on Computer Science and Information Systems, Gdansk.
2016 e4
seizure detection
seizure detection
2016 seizure detection
2016 other
Use of galvanic skin responses, salivary biomarkers, and self-reports to assess undergraduate student performance during a laboratory exam activity.
Journal of Visualized Experiments, 108.
2016 stress
Development and clinical evaluation of an mHealth application for stress management.
Public Mental Health, 130.
2015 e4
The wearable multimodal monitoring system: A platform to study falls and near-falls in the real-world.
Lecture Notes in Computer Science book series (LNCS, volume 9194).
2015 seizure detectionAn improved wrist-worn convulsive seizure detector based on accelerometry and electrodermal activity sensors.
American Epilepsy Society Annual Meeting.
2015 otherA Fast Algorithm for Extracting the Breathing Rate from PPG Signal.
37th Annual International Conference of the IEEE, 2015
2015 otherOn how to extract breathing rate from PPG signal using wearable devices.
Biomedical Circuits and Systems Conference (BioCAS)
2015 epilepsy
Seizure reporting technologies for epilepsy treatment: A review of clinical information needs and supporting technologies.
Seizure, European Journal of Epilepsy.
2015 other
iMStrong: Deployment of a biosensor system to detect cocaine use.
Journal of Medical Systems, 39(12), 186.
2015 e4
other
other
Wavelet-based motion artifact Removal for electrodermal activity.
Proceedings International Conference of the IEEE Engineering in Medicine and Biology Society.
2015 other
Wavelet-based motion artifact Removal for electrodermal activity.
Proceedings International Conference of the IEEE Engineering in Medicine and Biology Society.
2015 e4
other
other
The wearable Living Lab: How wearables could support Living Lab projects.
Open Living Lab Days 2015, Istanbul, Turkey.
2015 other
The wearable multimodal monitoring system: A platform to study falls and near-falls in the real-world.
In J. Zhou & G. Salvendy (Eds.), Human Aspects of IT for the Aged Population.
2015 e4
other
other
Roles for personal informatics in chronic pain.
Pervasive Computing Technologies for Healthcare (PervasiveHealth), 2015 9th International Conference On, 161–168.
2015 other
Natural face-to-face conversation with socially intelligent robots.
2015 Workshop on Spatial Reasoning and Interaction for Real-World Robotics. IROS, Hamburg, Germany.
2015 seizure detection
Using wearable sensors for semiology-independent seizure detection—Towards ambulatory monitoring of epilepsy.
2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.
2015 stress
The digital stress coach. Total control over your mental health, or “Big Brother is watching you”?
In Sincere Support—The rise of the e-coach: Vol. Chapter 6 (1st ed., pp. 161–176).
2015 stress
Detecting state anxiety when caring for people with dementia.
In J. Bravo, R. Hervás, & V. Villarreal (Eds.), Ambient Intelligence for Health (pp. 98–109). Springer International Publishing.
2015 other
Measuring software developers’ perceived difficulty with biometric sensors.
Proceedings of the 37th International Conference on Software Engineering - Volume 2, 887–890.
2015 other
Stuck and frustrated or in flow and happy: Sensing developers’ emotions and progress.
37th International Conference on Software Engineering.
2015 e4
stress
stress
Wearable sensor data fusion for human stress estimation.
Master thesis, Linkoping University.
2015 e4
other
other
Exploring different ways of navigating emotionally responsive artwork in immersive virtual environments.
Electronic Visualisation and the Arts (EVA 2015).
2015 other
Photoplethysmography revisited: From contact to non-contact, from point to imaging.
IEEE Transactions on Biomedical Engineering, 63(3), 463–477.
2015 e4
other
other
Active learning for electrodermal activity classification.
2015 IEEE Signal Processing in Medicine and Biology Symposium (SPMB), 1–6.
2015 e4
other
other
2014 otherApparatus for electrodermal activity measurement with current compensation.
World Intellectual Property Organization Patent No. WO2014147024A1.
2014 otherEmpatica E3—A wearable wireless multi-sensor device for real-time computerized biofeedback and data acquisition.
4th International Conference on Wireless Mobile Communication and Healthcare - Transforming Healthcare Through Innovations in Mobile and Wireless Technologies (MOBIHEALTH), 39–42.
2014 other
Wearable technologies for automotive user interfaces: Danger or opportunity?
Adjunct Proceedings of the 6th International Conference on Automotive User Interfaces and Interactive Vehicular Applications, 1–5.
2014 stress
Experiential virtual scenarios with real-time monitoring (interreality) for the management of psychological stress: A block randomized controlled trial.
Journal of Medical Internet Research, 16(7), e167.
2014 stress
Experiential virtual scenarios with real-time monitoring (interreality) for the management of psychological stress: A block randomized controlled trial.
Journal of Medical Internet Research, 16(7), e167.
2014 stress
Multimodal PTSD characterization via the StartleMart game.
Journal on Multimodal User Interfaces, 9(1), 3–15.
2014 seizure detection
Seizure detection, seizure prediction, and closed-loop warning systems in epilepsy.
Epilepsy & Behavior, 37, 291–307.
2014 other
A Panorama of Artificial and Computational Intelligence in Games.
IEEE Transactions on Computational Intelligence and AI in Games, PP(99), 1–1.
