causal assumptions | Sciweavers

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UAI
2004

88views Artificial Intelligence» more UAI 2004»

14 years 1 months ago

This paper concerns the assessment of the effects of actions from a combination of nonexperimental data and causal assumptions encoded in the form of a directed acyclic graph in w...

Jin Tian

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34

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UAI
2004

95views Artificial Intelligence» more UAI 2004»

Robustness of Causal Claims

14 years 1 months ago

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A causal claim is any assertion that invokes causal relationships between variables, for example, that a drug has a certain e ect on preventing a disease. Causal claims are establ...

Judea Pearl

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38

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AAAI
2006

138views Intelligent Agents» more AAAI 2006»

Identification of Joint Interventional Distributions in Recursive Semi-Markovian Causal Models

14 years 1 months ago

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This paper is concerned with estimating the effects of actions from causal assumptions, represented concisely as a directed graph, and statistical knowledge, given as a probabilit...

Ilya Shpitser, Judea Pearl

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