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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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2019 seizure detection Prospective 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 detection Prospective 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 detection Wrist accelerometry-based detection of nocturnal myoclonic seizures.
2nd International Congress on Mobile Devices and Seizure Detection in Epilepsy. Lausanne, Switzerland.
2019 seizure detection Improvement 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 detection Multimodal 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 other
Using unobtrusive wearable sensors to masure the pysiological synchrony between presenters and audience members.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 3(1), 13:1–13:19.
2019 other
Emotion classification using advanced machine learning techniques applied to wearable physiological signals data.
PhD, Queensland University of Technology.
2019 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 seizure detection Autonomic characterization of non-convulsive seizures based on wrist-worn sensors.
American Epilepsy Society 72nd Annual Meeting 2018, New Orleans.
2018 seizure detection Clinical 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 detection Common data elements for epilepsy mobile health systems.
Epilepsia, 59(5), 1020–1026.
2018 seizure detection Performance assessment of Embrace, the first FDA approved smartwatch for convulsive seizure detection.
Partners Against Mortality in Epilepsy meeting.
2018 seizure detection 2018 seizure detection Sleep and memory consolidation in older patients with epilepsy: A neurophysiologic analysis.
American Epilepsy Society 72nd Annual Meeting 2018, New Orleans.
2018 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 stress
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 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 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 other
Recent trends in machine learning for human activity recognition—A survey.
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery.
2018 other
Tracking technologies and urban analysis: Adding the emotional dimension.
Cities, 72, Part A, 34–42.
2018 other
Using sleep time data from wearable sensors for early detection of migraine attacks.
Sensors, 18(5), 1374.
2018 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 seizure detection Multicenter clinical assessment of improved wearable multimodal convulsive seizure detectors.
Epilepsia, 58(11), 1870–1879.
2017 sudep 2017 seizure detection Real 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 detection Real 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 detection Tuning 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 other
2017 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 other
Sleep Devices: Wearables and nearables, informational and interventional, consumer and clinical.
Metabolism - Clinical and Experimental, 0(0).
2017 other
Using wearable technology to detect the autonomic signature of illness severity in schizophrenia.
Schizophrenia Research, In Press.
2017 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 stress
Racing heart and sweaty palms.
Intelligent Virtual Agents (Vol. 10498, pp. 83–86). Springer International Publishing.
2017 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 other
Detection of atrial fibrillation episodes using a wristband device.
Physiological Measurement, Volume 38.
2017 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 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 other
TimeOut: Designing for emotional and cognitive control.
Master in Information Science. Universitas Bergensis.
2017 stress
2017 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 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 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 other
Using wearable physiological sensors to predict energy expenditure.
2017 International Conference on Rehabilitation Robotics (ICORR)
2017 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 other
Early detection of migraine attacks based on wearable sensors: Experiences of data collection using Empatica E4.
Proceedings of the 2017 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings.
2017 other
Energy efficient heart rate sensing using a painted electrode ECG wearable.
2017 Global Internet of Things Summit (GIoTS).
2017 other
Promoting CARE: Changes via Awareness, Recognition and Experience.
Proceedings of the 2017 Conference on Interaction Design and Children, 783–787.
2017 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 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 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 other
Wearable sensors for remote health monitoring.
Sensors, 17(1), 130.
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 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 other
Biosensing and geography: A mixed methods approach.
Applied Geography, 87, 160–169.
2017 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 other
2017 other
The revolution of personalized psychiatry: Will technology make it happen sooner?
Psychological Medicine, 1–9.
2017 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 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 other
Using support vector machines for atrial fibrillation screening.
2017 IEEE 26th International Symposium on Industrial Electronics (ISIE).
2017 stress
2017 other
2017 other
A Survey of Wearable Devices and Challenges.
IEEE Communications Surveys Tutorials, PP(99), 1–1.
2017 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 other
Real-time measurement of tourists’ objective and subjective emotions in time and space.
Journal of Travel Research, 0047287517691155.
2017 other
Understanding the relationship between performance characteristics, shot selection and decision-making in the game of tennis.
Doctor of Philosophy (PhD). Clemson University.
2017 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 seizure detection
2017 other
Joint action aesthetics.
PLOS ONE, 12(7), e0180101.
2017 other
Mood controlled affective ambiences for the elderly.
University of Twente.
2017 other
Arousal detection for biometric data in built environments using machine learning.
IJCAI 2017 Workshop on Artificial Intelligence in Affective Computing, 58–72.
2017 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 detection Improvement 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 detection Embrace, 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 detection A wristband assessment of accelerometryand autonomic activity of epileptic patients.
Partners Against Mortality in Epilepsy.
2016 seizure detection Improving 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 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 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 other
An eye-tracking assessment of coronary care nurses during the interpretation of patient monitoring scenarios.
Computing in Cardiology 2016, Vancouver, Canada.
2016 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 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 other
Remembering through lifelogging: A survey of human memory augmentation.
Pervasive and Mobile Computing.
2016 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 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 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 other
Validation of the Empatica E4 wristband.
2016 IEEE EMBS International Student Conference (ISC).
2016 other
Using biometric sensors to increase developers’ productivity.
University of Zurich, Switzerland 2016.
2016 other
Using (bio)metrics to predict code quality online.
Proceedings of the 38th International Conference on Software Engineering, 452–463.
2016 stress
A comparison of wearable and stationary sensors for stress detection.
2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 004362–004366.
2016 stress
Your environment and you: Investigating stress triggers and characteristics of the built environment.
Master of Landscape Architecture, Kansas State University.
2016 sleep
Novel approaches to measuring infant daytime sleep neurophysiology and autonomic activity.
Temporal Dynamics of Learning Center.
2016 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 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 other
HuSIS: A dedicated space for studying human interactions.
IEEE Computer Graphics and Applications, 36(6), 26–36.
2016 other
Emotion recognition based on physiological sensor data using codebook approach.
Information Technologies in Medicine (pp. 27–39). Springer International Publishing.
2016 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 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 seizure detection An improved wrist-worn convulsive seizure detector based on accelerometry and electrodermal activity sensors.
American Epilepsy Society Annual Meeting.
2015 other A Fast Algorithm for Extracting the Breathing Rate from PPG Signal.
37th Annual International Conference of the IEEE, 2015
2015 other On 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 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 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 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 stress
Wearable sensor data fusion for human stress estimation.
Master thesis, Linkoping University.
2015 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 other
Active learning for electrodermal activity classification.
2015 IEEE Signal Processing in Medicine and Biology Symposium (SPMB), 1–6.
2015 other
2014 other Apparatus for electrodermal activity measurement with current compensation.
World Intellectual Property Organization Patent No. WO2014147024A1.
2014 other Empatica 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.
