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- W2382645933 abstract "Aiming at the hybrid algorithm I-BB-MDL, an improved method is proposed. Firstly, it uses order-0 and partial order-1 independence tests to obtain an original Bayesian network structure. This reduces the number of independence tests and database passes while effectively restricting the search space. Secondly, it takes mutual information between nodes as heuristic knowledge perform sort order for candidate parent nodes, which increases the cut-offs of BB search trees and accelerates the search process. The experimental results on the currency database show that the modified algorithm is quicker than some hybrid algorithms while keeping a high accuracy, and it can handle large data sets." @default.
- W2382645933 created "2016-06-24" @default.
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- W2382645933 date "2006-01-01" @default.
- W2382645933 modified "2023-09-24" @default.
- W2382645933 title "An Improved I-B&B-MDL-based Bayesian Network Learning Algorithm" @default.
- W2382645933 hasPublicationYear "2006" @default.
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