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UAI
2001
15 years 2 months ago
Enumerating Markov Equivalence Classes of Acyclic Digraph Models
Steven B. Gillispie, Michael D. Perlman
131
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AI
2002
Springer
15 years 28 days ago
The size distribution for Markov equivalence classes of acyclic digraph models
Bayesian networks, equivalently graphical Markov models determined by acyclic digraphs or ADGs (also called directed acyclic graphs or dags), have proved to be both effective and ...
Steven B. Gillispie, Michael D. Perlman
112
Voted
PKDD
2009
Springer
196views Data Mining» more  PKDD 2009»
15 years 7 months ago
Causality Discovery with Additive Disturbances: An Information-Theoretical Perspective
We consider causally sufficient acyclic causal models in which the relationship among the variables is nonlinear while disturbances have linear effects, and show that three princi...
Kun Zhang, Aapo Hyvärinen