4 citations · 5 across the 3 of their papers we have counts for
3 papers
Identifiability in Continuous Lyapunov Models
Philipp Dettling, Roser Homs, Carlos Améndola +2
The recently introduced graphical continuous Lyapunov models provide a new approach to statistical modeling of correlated multivariate data. The models view each observation as a o…
On the Lasso for Graphical Continuous Lyapunov Models
Philipp Dettling, Mathias Drton, Mladen Kolar
Graphical continuous Lyapunov models offer a new perspective on modeling causally interpretable dependence structure in multivariate data by treating each independent observation a…
Structure Learning for Cyclic Linear Causal Models
Carlos Améndola, Philipp Dettling, Mathias Drton +2
We consider the problem of structure learning for linear causal models based on observational data. We treat models given by possibly cyclic mixed graphs, which allow for feedback…