Matti
Kaisti
Assistant Professor, Health Technology
Assistant Professor
medical instrumentation, physiological monitoring, biosignal analytics, clinical machine learning
Links
Areas of expertise
sensors
wearables
machine learning
physiology
Teaching
I am currently responsible for teaching Programming and Analytics of Health Wearables, an advanced level engineering course.
Research
I develop new monitoring solutions for disease prevention and management using new sensory solutions and computational techniques. The research aims for clinically validated solutions and combines technologies at the different maturity levels.
Publications
Assessing the impact of signal quality on heart rate detection from long-term clinical wrist PPG under varying cardiac rhythms (2026)
Biomedical Signal Processing and Control
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )
Securing deep learning models with differential privacy for cardiovascular disease prediction (2026)
Biomedical Signal Processing and Control
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )
Validation of an MEMS-Based Pressure Sensor System for Atrial Fibrillation Detection from Wrist and Finger (2025)
IEEE Sensors Journal
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )
Lightweight ResNet-Based Deep Learning for Photoplethysmography Signal Quality Assessment (2025)
Annual International Conference of the IEEE Engineering in Medicine and Biology Society
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa)
Wearable Ring-Based System for Measuring Hemodynamic Parameters (2025)
IEEE Sensors Letters
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )
Continuous Radar-based Heart Rate Monitoring using Autocorrelation-based Algorithm in Intensive Care Unit (2025)
IEEE Journal of Biomedical and Health Informatics
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )
Cross-Dataset Validation of a Sensor Agnostic Seismocardiography Peak Detection Method (2025)
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa)Bed sensor ballistocardiogram for non-invasive detection of atrial fibrillation: a comprehensive clinical study (2025)
Physiological Measurement
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )
The climate impacts of healthcare digitalization: A scoping review (2025)
Digital health
(A2 Vertaisarvioitu katsausartikkeli tieteellisessä lehdessä)
Multi-Sensory System for Spatially Aware Colonoscopy (2025)
IEEE Transactions on Medical Robotics and Bionics
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )