Freeway Travel Time Prediction Based on Ensemble Learning Approaches

Author:

Chen Zhen12,Fan Wei (David)12

Affiliation:

1. Traffic Engineer, Parsons Corporation, Atlanta, GA; formerly, INES Ph.D. Research Assistant, USDOT Center for Advanced Multimodal Mobility Solutions and Education, Univ. of North Carolina at Charlotte, Charlotte, NC.

2. Director and Professor, USDOT Center for Advanced Multimodal Mobility Solutions and Education, Dept. of Civil and Environmental Engineering, Univ. of North Carolina at Charlotte, Charlotte, NC.

Publisher

American Society of Civil Engineers

Reference32 articles.

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3. Bagging predictors

4. Exploring travel time distribution and variability patterns using probe vehicle data: case study in Beijing;Chen P.;J. of Adv.Transportation,2018

5. Chen, T., and Guestrin, C. (2016). “XGboost: a scalable tree boosting system.” In Proc. of the 22nd ACM Sigkdd Internatl. Conf. on Knowledge Discovery and Data Mining. California, USA.

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