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stat.ML2022
Learning latent causal relationships in multiple time series
Jacek P. Dmochowski
Identifying the causal structure of systems with multiple dynamic elements is critical to several scientific disciplines. The conventional approach is to conduct statistical tests…
stat.ML2018★ 26 cited
Correlated Components Analysis - Extracting Reliable Dimensions in Multivariate Data
Lucas C. Parra, Stefan Haufe, Jacek P. Dmochowski
How does one find dimensions in multivariate data that are reliably expressed across repetitions? For example, in a brain imaging study one may want to identify combinations of neu…