Matti Kaisti
mkaist@utu.fi +358 44 533 4238 Vesilinnantie 5 Turku ORCID identifier: https://orcid.org/0000-0001-8118-2851 |
Areas of expertise
medical instrumentation, biosignal analytics, clinical machine learning
medical instrumentation, biosignal analytics, clinical machine learning
Biography
Research
I work in biomedical engineering to develop disease monitoring systems. By applying signal processing and AI to novel sensory data, I aim to create clinically validated solutions that integrate technologies across various maturity levels.
Teaching
I currently teach Analytics of Health Wearables, an advanced engineering course focused on programming and algorithms, and Introduction to Health Technology, an entry-level 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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