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Missing data problem widely exists in many traffic information systems, which brings great trouble to further studies. To solve this problem, this paper proposes a Bayesian principal component analysis (BPCA) based missing value imputing method to impute the incomplete traffic flow volume data collected in Beijing. Intuitively, this method takes an appropriate tradeoff between the historical and periodic...
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