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
Research community or research topic
medical instrumentation, physiological monitoring, biosignal analytics, clinical machine learning
medical instrumentation, physiological monitoring, biosignal analytics, clinical machine learning
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 
2 of 4
- Wearable edge machine learning with synthetic photoplethysmograms (2024)
- Expert Systems with Applications
(A1 Refereed original research article in a scientific journal) - Advances in non-invasive blood pressure measurement techniques (2023)
- IEEE Reviews in Biomedical Engineering
(A2 Refereed review article in a scientific journal ) - Continuous Blood Pressure Monitoring Using Nonpulsatile Photoplethysmographic Components for Low-Frequency Vascular Unloading (2023)
- IEEE Transactions on Instrumentation and Measurement
(A1 Refereed original research article in a scientific journal) - Development and clinical validation of a miniaturized finger probe for bedside hemodynamic monitoring (2023)
- iScience
(A1 Refereed original research article in a scientific journal) - Domain randomization using synthetic electrocardiograms for training neural networks (2023)
- Artificial Intelligence in Medicine
(A1 Refereed original research article in a scientific journal) - Enhancing the Reliability of Wearable Cardiac Monitoring using Accelerometer Activity Data (2023)
- Body Sensor Networks Conference
(A4 Refereed article in a conference publication ) - 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
(A4 Refereed article in a conference publication ) - Tonometric Multi-Wavelength Photoplethysmography for Studying the Cutaneous Microvasculature of the Fingertip (2023)
- IEEE Transactions on Instrumentation and Measurement
(A1 Refereed original research article in a scientific journal) - Cardiac Time Intervals Derived from Electrocardiography and Seismocardiography in Different Patient Groups (2022)
- Computing in Cardiology
(A4 Refereed article in a conference publication ) - Multichannel Bed Based Ballistocardiography Heart Rate Estimation Using Continuous Wavelet Transforms and Autocorrelation (2022)
- Computing in Cardiology
(A4 Refereed article in a conference publication ) - Two-stage Classification for Detecting Murmurs from Phonocardiograms Using Deep and Expert Features (2022)
- Computing in Cardiology
(A4 Refereed article in a conference publication ) - CardioSignal Smartphone Application Detects Atrial Fibrillation in Heart Failure Population (2021)
- Circulation
(Other publication) - Control Method for Continuous Non-Invasive Arterial Pressure Monitoring using the Non-Pulsatile Component of the PPG Signal (2021)
- Computing in Cardiology
(A4 Refereed article in a conference publication ) - Detecting Aortic Stenosis Using Seismocardiography and Gryocardiography Combined with Convolutional Neural Networks (2021)
- Computing in Cardiology
(A4 Refereed article in a conference publication ) - Miniaturization of a Finger-Worn Blood Pressure Instrument (2021)
- Annual International Conference of the IEEE Engineering in Medicine and Biology Society
(A4 Refereed article in a conference publication ) - Sleep During Menopausal Transition: A 10-year Follow-Up (2021)
- Sleep
(A1 Refereed original research article in a scientific journal) - Sleep during menopausal transition: a 10-year follow-up (vol 40, pg , 2021) (2021)
- Sleep
(Other publication) - The Effects of External Pressure on Multi-Wavelength Photoplethysmography Signals (2021)
- Computing in Cardiology
(A4 Refereed article in a conference publication ) - An instrument for measuring blood pressure and assessing cardiovascular health from the fingertip (2020)
- Biosensors and Bioelectronics
(A1 Refereed original research article in a scientific journal) - Classification of Atrial Fibrillation and Acute Decompensated Heart Failure Using Smartphone Mechanocardiography: A Multi-label Learning Approach (2020)
- IEEE Sensors Journal
(A1 Refereed original research article in a scientific journal)
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