Osaamisalueet
TMS, EEG, Machine learning, Real-time signal processing, Closed-loop EEG-TMS, 217 Medical engineering
Julkaisut
Predictive modeling of TMS-evoked responses : Unraveling instantaneous excitability states
Oskari Ahola, Lisa Haxel, Maria Ermolova, Dania Humaidan, Tuomas P. Mutanen, Mikael Laine, Matilda Makkonen, Elena Ukharova, Timo Roine, Pantelis Lioumis, Roberto Guidotti, Risto J. llmoniemi, Ulf Ziemann
2025
NeuroImage
Pipeline for Automatic Brain Stimulation with Real-Time Machine-Learning-Based Decoding of EEG Responses
Matilda Makkonen, Olli-Pekka Kahilakoski, Kyösti Alkio, Ivan Zubarev, Risto J. Ilmoniemi, Tuomas P. Mutanen, Pantelis Lioumis
2024
Source-based artifact-rejection techniques for TMS–EEG
Tuomas P. Mutanen, Johanna Metsomaa, Matilda Makkonen, Giuseppe Varone, Laura Marzetti, Risto J. Ilmoniemi
2022
Journal of Neuroscience Methods
Real-Time Artifact Detection and Removal for Closed-Loop EEG-TMS
Matilda Makkonen, Tuomas Mutanen, Johanna Metsomaa, Christoph Zrenner, Victor Souza, Risto Ilmoniemi
2021
International Journal of Bioelectromagnetism