44 citations
3 papers
stat.ME2016★ 4 cited
Recovery of non-linear cause-effect relationships from linearly mixed neuroimaging data
Sebastian Weichwald, Arthur Gretton, Bernhard Schölkopf +1
Causal inference concerns the identification of cause-effect relationships between variables. However, often only linear combinations of variables constitute meaningful causal vari…
stat.ME2015★ 4 cited
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…
math.ST2015★ 44 cited
Optimal Rates for Random Fourier Features
Bharath K. Sriperumbudur, Zoltan Szabo
Kernel methods represent one of the most powerful tools in machine learning to tackle problems expressed in terms of function values and derivatives due to their capability to repr…