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» Learning to Learn Causal Models

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ECSQARU
2001
Springer

142views Automated Reasoning» more ECSQARU 2001»

The Search of Causal Orderings: A Short Cut for Learning Belief Networks

15 years 4 months ago

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Abstract. Although we can build a belief network starting from any ordering of its variables, its structure depends heavily on the ordering being selected: the topology of the netw...

Silvia Acid, Luis M. de Campos, Juan F. Huete

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AIME
2005
Springer

119views Artificial Intelligence» more AIME 2005»

An Algorithm to Learn Causal Relations Between Genes from Steady State Data: Simulation and Its Application to Melanoma Dataset

15 years 1 months ago

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In recent years, a few researchers have challenged past dogma and suggested methods (such as the IC algorithm) for inferring causal relationship among variables using steady state ...

Xin Zhang, Chitta Baral, Seungchan Kim

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117

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UAI
2003

125views Artificial Intelligence» more UAI 2003»

Robust Independence Testing for Constraint-Based Learning of Causal Structure

15 years 1 months ago

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This paper considers a method that combines ideas from Bayesian learning, Bayesian network inference, and classical hypothesis testing to produce a more reliable and robust test o...

Denver Dash, Marek J. Druzdzel

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FLAIRS
2008

224views Artificial Intelligence» more FLAIRS 2008»

A Causal Bayesian Network View of Reinforcement Learning

15 years 2 months ago