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An algorithm based on Bayesian optimization algorithm (BOA), BOA-DBN, is proposed to learn the structure of DBN from incomplete databases. The algorithm takes fitness function based on expectation, which can convert incomplete data into complete data utilizing current best learned dynamic Bayesian network in evolutionary process. BOA generates a population of strings for the next generation, which...
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