A Polarity Alignment Method for Group-Averaging of Event-Related Neural Signals at Source Level in MEG Beamforming Applications

2021 ◽  
Author(s):  
Audrey Doualot ◽  
André Achim
2020 ◽  
Vol 17 (5) ◽  
pp. 056020
Author(s):  
Víctor Rodríguez-González ◽  
Carlos Gómez ◽  
Yoshihito Shigihara ◽  
Hideyuki Hoshi ◽  
Marcos Revilla-Vallejo ◽  
...  

2021 ◽  
Vol 1846 (1) ◽  
pp. 012075
Author(s):  
Chen Yang ◽  
Yuanwen Cai ◽  
Chaojun Xin ◽  
Meiling Shi

2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Eric Lacosse ◽  
Klaus Scheffler ◽  
Gabriele Lohmann ◽  
Georg Martius

AbstractCognitive fMRI research primarily relies on task-averaged responses over many subjects to describe general principles of brain function. Nonetheless, there exists a large variability between subjects that is also reflected in spontaneous brain activity as measured by resting state fMRI (rsfMRI). Leveraging this fact, several recent studies have therefore aimed at predicting task activation from rsfMRI using various machine learning methods within a growing literature on ‘connectome fingerprinting’. In reviewing these results, we found lack of an evaluation against robust baselines that reliably supports a novelty of predictions for this task. On closer examination to reported methods, we found most underperform against trivial baseline model performances based on massive group averaging when whole-cortex prediction is considered. Here we present a modification to published methods that remedies this problem to large extent. Our proposed modification is based on a single-vertex approach that replaces commonly used brain parcellations. We further provide a summary of this model evaluation by characterizing empirical properties of where prediction for this task appears possible, explaining why some predictions largely fail for certain targets. Finally, with these empirical observations we investigate whether individual prediction scores explain individual behavioral differences in a task.


2021 ◽  
Vol 155 ◽  
pp. 107793
Author(s):  
Chad C. Williams ◽  
Thomas D. Ferguson ◽  
Cameron D. Hassall ◽  
Bruce Wright ◽  
Olave E. Krigolson

2008 ◽  
Vol 11 (10) ◽  
pp. 1193-1200 ◽  
Author(s):  
Alexander Maier ◽  
Melanie Wilke ◽  
Christopher Aura ◽  
Charles Zhu ◽  
Frank Q Ye ◽  
...  
Keyword(s):  

Measurement ◽  
2021 ◽  
pp. 109250
Author(s):  
Hongliang Zhang ◽  
Yilan Zhou ◽  
Tengchao Huang ◽  
Lei Wang

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