5 citations · 5 across the 4 of their papers we have counts for
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stat.ME2024★ 1 cited
Causal Change Point Detection and Localization
Shimeng Huang, Jonas Peters, Niklas Pfister
Detecting and localizing change points in sequential data is of interest in many areas of application. Various notions of change points have been proposed, such as changes in mean,…
stat.ME2020★ 5 cited
Causal models for dynamical systems
Jonas Peters, Stefan Bauer, Niklas Pfister
A probabilistic model describes a system in its observational state. In many situations, however, we are interested in the system's response under interventions. The class of struc…