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CAS
2008

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Identifiability in Causal Bayesian Networks: a Gentle Introduction

13 years 5 months ago

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Marco Valtorta, Yimin Huang

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UAI
2008

203views Artificial Intelligence» more UAI 2008»

Identifying Dynamic Sequential Plans

13 years 6 months ago

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We address the problem of identifying dynamic sequential plans in the framework of causal Bayesian networks, and show that the problem is reduced to identifying causal effects, fo...

Jin Tian

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AAAI
2004

104views Intelligent Agents» more AAAI 2004»

Identifying Linear Causal Effects

13 years 6 months ago

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This paper concerns the assessment of linear cause-effect relationships from a combination of observational data and qualitative causal structures. The paper shows how techniques ...

Jin Tian

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ICML
2008
IEEE

146views Machine Learning» more ICML 2008»

Causal modelling combining instantaneous and lagged effects: an identifiable model based on non-Gaussianity

14 years 6 months ago

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Causal analysis of continuous-valued variables typically uses either autoregressive models or linear Gaussian Bayesian networks with instantaneous effects. Estimation of Gaussian ...

Aapo Hyvärinen, Patrik O. Hoyer, Shohei Shimi...

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AAAI
2006

103views Intelligent Agents» more AAAI 2006»

Identifiability in Causal Bayesian Networks: A Sound and Complete Algorithm

13 years 6 months ago

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