Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Theory refinement on Bayesian networks
Proceedings of the seventh conference (1991) on Uncertainty in artificial intelligence
Computer-based probabilistic-network construction
Computer-based probabilistic-network construction
Data mining: concepts and techniques
Data mining: concepts and techniques
Bayesian Networks and Decision Graphs
Bayesian Networks and Decision Graphs
ECSQARU '93 Proceedings of the European Conference on Symbolic and Quantitative Approaches to Reasoning and Uncertainty
Constructing Flexible Dynamic Belief Networks from First-Order Probalistic Knowledge Bases
ECSQARU '95 Proceedings of the European Conference on Symbolic and Quantitative Approaches to Reasoning and Uncertainty
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Bringing order into bayesian-network construction
Proceedings of the 3rd international conference on Knowledge capture
A hybrid anytime algorithm for the construction of causal models from sparse data
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
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This paper presents an automatic Bayesian network construction algorithm where association analysis is employed to guide the construction of network structure. The proposed method is studied in context of data imputation together with a previously proposed technique for automatic Bayesian network construction, Backpropagation neural networks, and two traditional data imputation techniques. The results show that the proposed method performs better or at least as well as does the best of other methods in 84.62% of the cases.