Matti Kaisti
Assistant Professor
mkaist@utu.fi +358 44 533 4238 Vesilinnantie 5 Turku ORCID identifier: https://orcid.org/0000-0001-8118-2851 |
Areas of expertise
sensors, wearables, machine learning, physiology
sensors, wearables, machine learning, physiology
Biography
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.
Teaching
I am currently responsible for teaching Programming and Analytics of Health Wearables, an advanced level engineering course.
Publications
- Parallel, Continuous Monitoring and Quantification of Programmed Cell Death in Plant Tissue (2024)
- Advanced Science
(Refereed journal article or data article (A1)) - Personalization of Affective Models Using Classical Machine Learning : A Feasibility Study (2024)
- Applied Sciences
(Refereed journal article or data article (A1)) - Smartphone-Based Recognition of Heart Failure by Means of Microelectromechanical Sensors (2024)
- JACC: Heart Failure
(Refereed journal article or data article (A1)) - Wearable edge machine learning with synthetic photoplethysmograms (2024)
- Expert Systems with Applications
(Refereed journal article or data article (A1)) - Advances in non-invasive blood pressure measurement techniques (2023)
- IEEE Reviews in Biomedical Engineering
(Refereed review article in scientific journal (A2)) - Continuous Blood Pressure Monitoring Using Nonpulsatile Photoplethysmographic Components for Low-Frequency Vascular Unloading (2023)
- IEEE Transactions on Instrumentation and Measurement
(Refereed journal article or data article (A1)) - Development and clinical validation of a miniaturized finger probe for bedside hemodynamic monitoring (2023)
- iScience
(Refereed journal article or data article (A1)) - Domain randomization using synthetic electrocardiograms for training neural networks (2023)
- Artificial Intelligence in Medicine
(Refereed journal article or data article (A1)) - Enhancing the Reliability of Wearable Cardiac Monitoring using Accelerometer Activity Data (2023)
- Body Sensor Networks Conference
(Refereed article in conference proceedings (A4)) - Method for measuring jugular venous pulse with a miniature gyroscope sensor patch (2023)
- Annual International Conference of the IEEE Engineering in Medicine and Biology Society
(Refereed article in conference proceedings (A4)) - Tonometric Multi-Wavelength Photoplethysmography for Studying the Cutaneous Microvasculature of the Fingertip (2023)
- IEEE Transactions on Instrumentation and Measurement
(Refereed journal article or data article (A1)) - Cardiac Time Intervals Derived from Electrocardiography and Seismocardiography in Different Patient Groups (2022)
- Computing in Cardiology
(Refereed article in conference proceedings (A4)) - Multichannel Bed Based Ballistocardiography Heart Rate Estimation Using Continuous Wavelet Transforms and Autocorrelation (2022)
- Computing in Cardiology
(Refereed article in conference proceedings (A4)) - Two-stage Classification for Detecting Murmurs from Phonocardiograms Using Deep and Expert Features (2022)
- Computing in Cardiology
(Refereed article in conference proceedings (A4)) - CardioSignal Smartphone Application Detects Atrial Fibrillation in Heart Failure Population (2021)
- Circulation
(Other (O2)) - Control Method for Continuous Non-Invasive Arterial Pressure Monitoring using the Non-Pulsatile Component of the PPG Signal (2021)
- Computing in Cardiology
(Refereed article in conference proceedings (A4)) - Detecting Aortic Stenosis Using Seismocardiography and Gryocardiography Combined with Convolutional Neural Networks (2021)
- Computing in Cardiology
(Refereed article in conference proceedings (A4)) - Miniaturization of a Finger-Worn Blood Pressure Instrument (2021)
- Annual International Conference of the IEEE Engineering in Medicine and Biology Society
(Refereed article in conference proceedings (A4)) - Sleep During Menopausal Transition: A 10-year Follow-Up (2021)
- Sleep
(Refereed journal article or data article (A1)) - Sleep during menopausal transition: a 10-year follow-up (vol 40, pg , 2021) (2021)
- Sleep
(Other (O2))