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PKDD
2009
Springer
196views Data Mining» more  PKDD 2009»
14 years 2 days 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
CONCUR
2000
Springer
13 years 10 months ago
LP Deadlock Checking Using Partial Order Dependencies
Model checking based on the causal partial order semantics of Petri nets is an approach widely applied to cope with the state space explosion problem. One of the ways to exploit su...
Victor Khomenko, Maciej Koutny
CORR
2012
Springer
184views Education» more  CORR 2012»
12 years 1 months ago
Noisy-OR Models with Latent Confounding
Given a set of experiments in which varying subsets of observed variables are subject to intervention, we consider the problem of identifiability of causal models exhibiting late...
Antti Hyttinen, Frederick Eberhardt, Patrik O. Hoy...