
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
Domain randomization using synthetic electrocardiograms for training neural networks (2023)
Artificial Intelligence in Medicine
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )
Continuous Blood Pressure Monitoring Using Nonpulsatile Photoplethysmographic Components for Low-Frequency Vascular Unloading (2023)
IEEE Transactions on Instrumentation and Measurement
(A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä )
Enhancing the Reliability of Wearable Cardiac Monitoring using Accelerometer Activity Data (2023)
International Conference on Body Sensor Networks, Body Sensor Networks Conference
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa)
Multichannel Bed Based Ballistocardiography Heart Rate Estimation Using Continuous Wavelet Transforms and Autocorrelation (2022)
Computing in Cardiology, Computing in Cardiology
(Vertaisarvioitu artikkeli konferenssijulkaisussa (A4))
Cardiac Time Intervals Derived from Electrocardiography and Seismocardiography in Different Patient Groups (2022)
Computing in Cardiology, Computing in Cardiology
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa)
Two-stage Classification for Detecting Murmurs from Phonocardiograms Using Deep and Expert Features (2022)
Computing in Cardiology, Computing in Cardiology
(A4 Vertaisarvioitu artikkeli konferenssijulkaisussa)
Sleep During Menopausal Transition: A 10-year Follow-Up (2021)
Sleep
(Vertaisarvioitu alkuperäisartikkeli tai data-artikkeli tieteellisessä aikakauslehdessä (A1))
CardioSignal Smartphone Application Detects Atrial Fibrillation in Heart Failure Population (2021)
AHA conference, Circulation
(O2 Muu julkaisu )
The Effects of External Pressure on Multi-Wavelength Photoplethysmography Signals (2021)
Computing in Cardiology, Computing in Cardiology
(Vertaisarvioitu artikkeli konferenssijulkaisussa (A4))
Miniaturization of a Finger-Worn Blood Pressure Instrument (2021)
Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Annual International Conference of the IEEE Engineering in Medicine and Biology Society
(Vertaisarvioitu artikkeli konferenssijulkaisussa (A4))