29 citations · 43 across the 13 of their papers we have counts for
5 papers · 1 filter
Causal discovery in a complex industrial system: A time series benchmark
Søren Wengel Mogensen, Karin Rathsman, Per Nilsson
Causal discovery outputs a causal structure, represented by a graph, from observed data. For time series data, there is a variety of methods, however, it is difficult to evaluate t…
Faithful graphical representations of local independence
Søren Wengel Mogensen
Graphical models use graphs to represent conditional independence structure in the distribution of a random vector. In stochastic processes, graphs may represent so-called local in…
Time-dependent mediators in survival analysis: Graphical representation of causal assumptions
Søren Wengel Mogensen, Odd O. Aalen, Susanne Strohmaier
We study time-dependent mediators in survival analysis using a treatment separation approach due to Didelez [2019] and based on earlier work by Robins and Richardson [2011]. This a…
Analyzing Complex Systems with Cascades Using Continuous-Time Bayesian Networks
Alessandro Bregoli, Karin Rathsman, Marco Scutari +2
Interacting systems of events may exhibit cascading behavior where events tend to be temporally clustered. While the cascades themselves may be obvious from the data, it is importa…
Weak equivalence of local independence graphs
Søren Wengel Mogensen
Classical graphical modeling of multivariate random vectors uses graphs to encode conditional independence. In graphical modeling of multivariate stochastic processes, graphs may e…