2.8k citations · 19.2k across the 71 of their papers we have counts for
3 papers · 1 filter
Modeling sparse connectivity between underlying brain sources for EEG/MEG
Stefan Haufe, Ryota Tomioka, Guido Nolte +2
We propose a novel technique to assess functional brain connectivity in EEG/MEG signals. Our method, called Sparsely-Connected Sources Analysis (SCSA), can overcome the problem of…
How to Explain Individual Classification Decisions
David Baehrens, Timon Schroeter, Stefan Harmeling +3
After building a classifier with modern tools of machine learning we typically have a black box at hand that is able to predict well for unseen data. Thus, we get an answer to the…
Sparse Causal Discovery in Multivariate Time Series
Stefan Haufe, Guido Nolte, Klaus-Robert Mueller +1
Our goal is to estimate causal interactions in multivariate time series. Using vector autoregressive (VAR) models, these can be defined based on non-vanishing coefficients belongin…