A Sample-Rebalanced Outlier-Rejected <inline-formula> <tex-math notation="LaTeX">$k$ </tex-math></inline-formula>-Nearest Neighbor Regression Model for Short-Term Traffic Flow Forecasting

Short-term traffic flow forecasting is a fundamental and challenging task due to the stochastic dynamics of the traffic flow, which is often imbalanced and noisy. This paper presents a sample-rebalanced and outlier-rejected k-nearest neighbor regression model for short-term traffic flow forecasting....

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Bibliographic Details
Main Authors: Lingru Cai, Yidan Yu, Shuangyi Zhang, Youyi Song, Zhi Xiong, Teng Zhou
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8974286/