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From Relational Databases to Belief Networks

2013/03/20 by Wilson X. Wen, Wen, Wilson X.
Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Neural Networks and Applications #Rough Sets and Fuzzy Logic

paper · pdf · doi:10.48550/arxiv.1303.5756

openalex publication_date 2013/03/20 · openalex created_date 2025/10/10 · openalex updated_date 2026/07/28

Abstract

The relationship between belief networks and relational databases is examined. Based on this analysis, a method to construct belief networks automatically from statistical relational data is proposed. A comparison between our method and other methods shows that our method has several advantages when generalization or prediction is deeded.

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