224 citations · 270 across the 3 of their papers we have counts for
3 papers
cs.AI2018★ 15 cited
Beyond Structural Causal Models: Causal Constraints Models
Tineke Blom, Stephan Bongers, Joris M. Mooij
Structural Causal Models (SCMs) provide a popular causal modeling framework. In this work, we show that SCMs are not flexible enough to give a complete causal representation of dyn…
math.ST2017★ 31 cited
Markov Properties for Graphical Models with Cycles and Latent Variables
Patrick Forré, Joris M. Mooij
We investigate probabilistic graphical models that allow for both cycles and latent variables. For this we introduce directed graphs with hyperedges (HEDGes), generalizing and comb…
cs.IT2005★ 224 cited
Sufficient conditions for convergence of the Sum-Product Algorithm
Joris M. Mooij, Hilbert J. Kappen
We derive novel conditions that guarantee convergence of the Sum-Product algorithm (also known as Loopy Belief Propagation or simply Belief Propagation) to a unique fixed point, ir…