Predicting inhibitory and excitatory intracortical network states with EEG–TMS and machine learning: a pilot study by Andreas Jooß, Lisa Haxel, Miriam Kirchhoff, Oskari Ahola, Olli-Pekka Kahilakoski, Ulf Ziemann

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Decoding Motor Excitability in TMS Using EEG-Features: An Exploratory Machine Learning Approach by Lisa Haxel, Oskari Ahola, Paolo Belardinelli, Maria Ermolova, Dania Humaidan, Jakob H. Macke, Ulf Ziemann

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Adaptive deep probabilistic regression for real-time motor excitability state prediction from human EEG by Lisa Haxel, Jaivardhan Kapoor, Oskari Ahola, Olli-Pekka Kahilakoski, Miriam Kirchhoff, Timo Roine, Ulf Ziemann, Jakob H. Macke

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Predictive modeling of TMS-evoked potentials: unraveling the influence of pre-stimulus brain activity by Oskari Ahola, Tuomas Mutanen, Mikael Laine, Matilda Makkonen, Elena Ukharova, Timo Roine, Lisa Haxel, Pantelis Lioumis, Risto Ilmoniemi, Ulf Ziemann

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NeuroSimo: an open-source software for real-time EEG- and EMG-guided TMS by Olli-Pekka Kahilakoski, Kyösti Alkio, Oula Siljamo, Kim Valén, Matilda Makkonen, Tuomas P. Mutanen, Roberto Guidotti, Giulia Pieramico, Joonas Laurinoja, Timo Tommila, Lisa Haxel, Andreas Jooß, Victor H. Souza, Risto J. Ilmoniemi, Timo Roine

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