3 papers
cs.LG2022
Learning by Doing: Controlling a Dynamical System using Causality, Control, and Reinforcement Learning
Sebastian Weichwald, Søren Wengel Mogensen, Tabitha Edith Lee +6
Questions in causality, control, and reinforcement learning go beyond the classical machine learning task of prediction under i.i.d. observations. Instead, these fields consider th…
stat.OT2019
Causal screening for dynamical systems
Søren Wengel Mogensen
Many classical algorithms output graphical representations of causal structures by testing conditional independence among a set of random variables. In dynamical systems, local ind…
math.ST2018
Markov equivalence of marginalized local independence graphs
Søren Wengel Mogensen, Niels Richard Hansen
Symmetric independence relations are often studied using graphical representations. Ancestral graphs or acyclic directed mixed graphs with -separation provide classes of symmetr…