Dr Xiao WEN

Xiao
WEN
文嘯

PhD in Individualized Interdisciplinary Program (Intelligent Transportation)
Research Assistant Professor
Rm CYT4007
23587152
0000 0000
Research Area
Transportation
Research Interests
Intelligent transportation systems
Traffic safety
Driver behavior modelling
Reinforcement learning
Causal analysis
Profile
Profile

PhD in PhD in Individualized Interdisciplinary Program (Intelligent Transportation), The Hong Kong University of Science and Technology

Selected Publications

1. Ange Wang, Jiyao Wang, Xiao Wen and Dengbo He (2023) Investigating Influential Factors of Parking Space Sharing Behaviors Using Interpretable Machine Learning with Individual Heterogeneity Considered, Transportation Letters-The International Journal of Transportation Research (JCR Q2, IF=3.3). https://doi.org/10.1080/19427867.2024.2392332

2. Xiao Wen, Xinhu Zheng, Zhiyong Cui, Sisi Jian and Dengbo He (2024) Preference-Based Reinforcement Learning for Autonomous Vehicle Control Considering the Benefits of Following Vehicles, IEEE Transactions on Intelligent Vehicles (JCR Q1, IF=14). https://doi.org/10.1109/TIV.2024.3412977

3. Junlan Chen, Ziyuan Pu, Nan Zheng, Xiucheng Guo, Xiao Wen* and Hongliang Ding (2024) A novel generative adversarial network for improving crash severity modeling with imbalanced data, Transportation Research Part C: Emerging Technologies (JCR Q1, IF=7.6). https://doi.org/10.1016/j.trc.2024.104642

4. Jianing Liu, Xiao Wen and Sisi Jian (2024) Toward better equity: Analyzing travel patterns through a neural network approach in mobility-as-a-service, Transport Policy (JCR Q1, IF=6.3). https://doi.org/10.1016/j.tranpol.2024.05.018

5. Chunxi Huang, Xiao Wen and Dengbo He (2023) A Comparative Study of Rear-end Collision between ADS-Controlled Vehicles and ADAS-Controlled Vehicles, Transportation Research Record (JCR Q3, IF=1.6). https://doi.org/10.1177/03611981231209319

6. Xiao Wen, Chunxi Huang, Sisi Jian and Dengbo He (2023) Analysis of discretionary lane-changing behaviors of autonomous vehicles based on real-world data, Transportmetrica A: Transport Science (JCR Q2, IF=3.6). https://doi.org/10.1080/23249935.2023.2288636

7. Chunxi Huang, Dengbo He, Xiao Wen and Song Yan (2023) Beyond adaptive cruise control and lane centering control: drivers’ mental model of and trust in emerging ADAS technologies, Frontiers in Psychology (JCR Q2, IF=2.6). https://doi.org/10.3389/fpsyg.2023.1236062

8. Xiao Wen, Sisi Jian and Dengbo He (2023) Modeling the Effects of Autonomous Vehicles on Human Driver Car-Following Behaviors using Inverse Reinforcement Learning, IEEE Transactions on Intelligent Transportation Systems (JCR Q1, IF=7.9). https://doi.org/10.1109/TITS.2023.3298150

9. Liming Jiang, Yuanchang Xie, Nicholas G. Evans, Xiao Wen, Tienan Li and Danjue Chen (2022) Reinforcement Learning based cooperative longitudinal control for reducing traffic oscillations and improving platoon stability, Transportation Research Part C: Emerging Technologies (JCR Q1, IF=7.6). https://doi.org/10.1016/j.trc.2022.103744

10. Xiao Wen, Zhiyong Cui and Sisi Jian (2022) Characterizing human drivers’ behaviors when following automated vehicles using the real-world dataset, Accident Analysis & Prevention (JCR Q1, IF=5.7). https://doi.org/10.1016/j.aap.2022.106689

11. Xiao Wen, Yuanchang Xie and Liming Jiang (2022) On the interpretability of machine learning methods in crash frequency modeling and crash modification factor development, Accident Analysis & Prevention (JCR Q1, IF=5.7). https://doi.org/10.1016/j.aap.2022.106617

12. Xiao Wen, Yuanchang Xie, Liming Jiang and Ziyuan Pu (2021) Applications of machine learning methods in traffic crash severity modeling: Current status and future directions, Transport Reviews (JCR Q1, IF=9.5). https://doi.org/10.1080/01441647.2021.1954108

13. Xiao Wen, Yuanchang Xie, Lingtao Wu and Liming Jiang (2021) Quantifying and comparing the effects of key risk factors on various types of roadway segment crashes with a novel machine learning method, Accident Analysis & Prevention (JCR Q1, IF=5.7). https://doi.org/10.1016/j.aap.2021.106261

14. Xiao Wen*, Andisheh Ranjbari, Fan Qi, Regina R. Clewlow and Don MacKenzie (2021) Challenges in credibly estimating the travel demand effects of mobility services, Transport Policy (JCR Q1, IF=6.3). https://doi.org/10.1016/j.tranpol.2021.02.001

15. Liming Jiang, Yuanchang Xie, Xiao Wen and Tianzhu Ren (2020) Modeling highly imbalanced crash severity data by ensemble methods and global sensitivity analysis, Journal of Transportation Safety & Security (JCR Q3, IF=2.4). https://doi.org/10.1080/19439962.2020.1796863