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Using Markov Blankets for Causal Structure Learning
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2008
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Relevant VariablesEngineeringMachine LearningFeature SelectionCausal Structure-learning AlgorithmCausal Relation ExtractionCausal InferenceData ScienceData MiningPublic HealthStatisticsCausal ModelPredictive AnalyticsKnowledge DiscoveryComputer ScienceCausal StructureCausal ReasoningAutomated ReasoningGeneric Feature-selection AlgorithmMarkov BlanketsStatistical InferenceCausality
We show how a generic feature-selection algorithm returning strongly relevant variables can be turned into a causal structure-learning algorithm. We prove this under the Faithfulness assumption for...