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JMLR
2010
105views more  JMLR 2010»
12 years 11 months ago
Causal Discovery as a Game
This paper presents a game theoretic approach to causal discovery. The problem of causal discovery is framed as a game of the Scientist against Nature, in which Nature attempts to...
Frederick Eberhardt
JMLR
2011
93views more  JMLR 2011»
12 years 11 months ago
Time Series Analysis with the Causality Workbench
The Causality Workbench project is an environment to test causal discovery algorithms. Via a web portal (http://clopinet.com/causality), it provides a number of resources, includi...
Isabelle Guyon, Alexander Satnikov, Constantin F. ...
IJCAI
1997
13 years 6 months ago
A Study of Causal Discovery With Weak Links and Small Samples
Weak causal relationships and small sample size pose two significant difficulties to the automatic discovery of causal models from observational data. This paper examines the infl...
Honghua Dai, Kevin B. Korb, Chris S. Wallace, Xind...
PKDD
2009
Springer
196views Data Mining» more  PKDD 2009»
13 years 11 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
KES
2005
Springer
13 years 10 months ago
Support for Internet-Based Commonsense Processing - Causal Knowledge Discovery Using Japanese "If" Forms
Abstract. This paper introduces our method for causal knowledge retrieval from the Internet resources, its results and evaluation of using it in utterance creation process. Our sys...
Yali Ge, Rafal Rzepka, Kenji Araki