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Short-term Traffic Flow Forecasting based on Two-tier K-nearest Neighbor Algorithm

✍ Scribed by Xiaoyu, Hou; Yisheng, Wang; Siyu, Hu


Book ID
123439003
Publisher
Elsevier
Year
2013
Tongue
English
Weight
520 KB
Volume
96
Category
Article
ISSN
1877-0428

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Forecasting Approach for Short-term Traf
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A combination approach based on Principal Component Analysis (PCA) and Combined Neural Network (CNN) is presented for short-term traffic flow forecasting. The historical data of the forecasted traffic volume and interrelated volumes have been processed by PCA. The results of PCA form the input data