107 citations · 367 across the 28 of their papers we have counts for
4 papers · 1 filter
Causal and anti-causal learning in pattern recognition for neuroimaging
Sebastian Weichwald, Bernhard Schölkopf, Tonio Ball +1
Pattern recognition in neuroimaging distinguishes between two types of models: encoding- and decoding models. This distinction is based on the insight that brain state features, th…
Decoding index finger position from EEG using random forests
Sebastian Weichwald, Timm Meyer, Bernhard Schölkopf +2
While invasively recorded brain activity is known to provide detailed information on motor commands, it is an open question at what level of detail information about positions of b…
MERLiN: Mixture Effect Recovery in Linear Networks
Sebastian Weichwald, Moritz Grosse-Wentrup, Arthur Gretton
Causal inference concerns the identification of cause-effect relationships between variables, e.g. establishing whether a stimulus affects activity in a certain brain region. The o…
Causal interpretation rules for encoding and decoding models in neuroimaging
Sebastian Weichwald, Timm Meyer, Ozan Özdenizci +3
Causal terminology is often introduced in the interpretation of encoding and decoding models trained on neuroimaging data. In this article, we investigate which causal statements a…