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 
1 of 4
- 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 Refereed original research article in a scientific journal) - Feasibility of continuous microvascular tissue oxygenation monitoring using discrete optical semiconductor devices (2026)
- Biosensors and Bioelectronics
(A1 Refereed original research article in a scientific journal) - Optical Techniques to Assess Cutaneous Microvascular Function in Cardiovascular Disease (2026)
- IEEE Reviews in Biomedical Engineering
(A2 Refereed review article in a scientific journal ) - Securing deep learning models with differential privacy for cardiovascular disease prediction (2026)
- Biomedical Signal Processing and Control
(A1 Refereed original research article in a scientific journal) - Severe aortic stenosis detection using seismocardiography (2026)
- Open Heart
(A1 Refereed original research article in a scientific journal) - A Cascading Multi-Stage Deep Learning Approach for Detecting Chagas Disease from Electrocardiograms (2025)
- Computing in Cardiology
(A4 Refereed article in a conference publication ) - Bed sensor ballistocardiogram for non-invasive detection of atrial fibrillation: a comprehensive clinical study (2025)
- Physiological Measurement
(A1 Refereed original research article in a scientific journal) - Continuous Radar-based Heart Rate Monitoring using Autocorrelation-based Algorithm in Intensive Care Unit (2025)
- IEEE Journal of Biomedical and Health Informatics
(A1 Refereed original research article in a scientific journal) - Cross-Dataset Validation of a Sensor Agnostic Seismocardiography Peak Detection Method (2025) 2025 IEEE/ACM Conference on Connected Health: Applications, Systems and Engineering Technologies (CHASE) Elnaggar, Ismail; Seifizarei, Sepehr; Sandelin, Jonas; Lahdenoja, Olli; Airola, Antti; Kaisti, Matti; Koivisto, Tero
(A4 Refereed article in a conference publication ) - Detecting Respiratory Tract Infections Using Wearable Devices: Assessing the Impact of Study Parameters in Real-World Applicability (2025)
- Proceedings of IEEE Sensors
(A4 Refereed article in a conference publication ) - Lightweight ResNet-Based Deep Learning for Photoplethysmography Signal Quality Assessment (2025)
- Annual International Conference of the IEEE Engineering in Medicine and Biology Society
(A4 Refereed article in a conference publication ) - Motion-Robust Multimodal Fusion of PPG and Accelerometer Signals for Three-Class Heart Rhythm Classification (2025)
- ACM international joint conference on pervasive and ubiquitous computing
(A4 Refereed article in a conference publication ) - Multi-Sensory System for Spatially Aware Colonoscopy (2025)
- IEEE Transactions on Medical Robotics and Bionics
(A1 Refereed original research article in a scientific journal) - The climate impacts of healthcare digitalization: A scoping review (2025)
- Digital health
(A2 Refereed review article in a scientific journal ) - Validation of an MEMS-Based Pressure Sensor System for Atrial Fibrillation Detection from Wrist and Finger (2025)
- IEEE Sensors Journal
(A1 Refereed original research article in a scientific journal) - Wearable Ring-Based System for Measuring Hemodynamic Parameters (2025)
- IEEE Sensors Letters
(A1 Refereed original research article in a scientific journal) - A Modular Framework for the Interpretation of Paper ECGs (2024)
- Computing in Cardiology
(A4 Refereed article in a conference publication ) - Assessment of ECG Signal Quality Index Algorithms Using Synthetic ECG Data (2024)
- Computing in Cardiology
(A4 Refereed article in a conference publication ) - Empirical investigation of multi-source cross-validation in clinical ECG classification (2024)
- Computers in Biology and Medicine
(A1 Refereed original research article in a scientific journal) - Evaluating Piezoelectric Ballistocardiography for Post-Surgical Heart Rate Monitoring (2024)
- Computing in Cardiology
(A4 Refereed article in a conference publication )
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