From Deterministic ODEs to Dynamic Structural Causal Models

نویسندگان

  • Paul K. Rubenstein
  • Stephan Bongers
  • Joris M. Mooij
  • Bernhard Schölkopf
چکیده

We show how, under certain conditions, the asymptotic behaviour of an Ordinary Differential Equation under non-constant interventions can be modelled using Dynamic Structural Causal Models. In contrast to earlier work, we study not only the effect of interventions on equilibrium states; rather, we model asymptotic behaviour that is dynamic under interventions that vary in time, and include as a special case the study of static equilibria.

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عنوان ژورنال:
  • CoRR

دوره abs/1608.08028  شماره 

صفحات  -

تاریخ انتشار 2016