---2020---
An Efficient Destination Prediction Approach Based on Future Trajectory Prediction and Transition Matrix Optimization. Zhou Yang, Heli Sun, Jianbin Huang, Zhongbin Sun, Hui Xiong, Shaojie Qiao, Ziyu Guan, Xiaolin Jia. IEEE Trans. Knowl. Data Eng. 32(2): 203-217 (2020). [paper]
BRIGHT—Drift-Aware Demand Predictions for Taxi Networks. Amal Saadallah, Luís Moreira-Matias, Ricardo Sousa, Jihed Khiari, Erik Jenelius, João Gama. IEEE Trans. Knowl. Data Eng. 32(2): 234-245 (2020). [paper]
DAG: A General Model for Privacy-Preserving Data Mining. Sin G. Teo, Jianneng Cao, Vincent C. S. Lee. IEEE Trans. Knowl. Data Eng. 32(1): 40-53 (2020). [paper]
Flow Prediction in Spatio-Temporal Networks Based on Multitask Deep Learning. Junbo Zhang, Yu Zheng, Junkai Sun, Dekang Qi. IEEE Trans. Knowl. Data Eng. 32(3): 468-478 (2020). [paper]
Semi-Supervised Deep Learning Approach for Transportation Mode Identification Using GPS Trajectory Data. Sina Dabiri, Chang-Tien Lu, Kevin Heaslip, Chandan K. Reddy. IEEE Trans. Knowl. Data Eng. 32(5): 1010-1023 (2020). [paper]
---2019---
A New Method for Measuring Topological Structure Similarity between Complex Trajectories. Huimeng Wang, Yunyan Du, Jiawei Yi, Yong Sun, Fuyuan Liang. IEEE Trans. Knowl. Data Eng. 31(10): 1836-1848 (2019). [paper]
Detecting Pickpocket Suspects from Large-Scale Public Transit Records. Bowen Du, Chuanren Liu, Wenjun Zhou, Zhenshan Hou, Hui Xiong. IEEE Trans. Knowl. Data Eng. 31(3): 465-478 (2019). [paper]
---2018---
An Efficient Ride-Sharing Framework for Maximizing Shared Route. Na Ta, Guoliang Li, Tianyu Zhao, Jianhua Feng, Hanchao Ma, Zhiguo Gong. IEEE Trans. Knowl. Data Eng. 30(2): 219-233 (2018). [paper]
A Novel Representation and Compression for Queries on Trajectories in Road Networks. Xiaochun Yang, Bin Wang, Kai Yang, Chengfei Liu, Baihua Zheng. IEEE Trans. Knowl. Data Eng. 30(4): 613-629 (2018). [paper]
Reverse
Road Traffic Speed Prediction: A Probabilistic Model Fusing Multi-Source Data. Lu Lin, Jianxin Li, Feng Chen, Jieping Ye, Jinpeng Huai. IEEE Trans. Knowl. Data Eng. 30(7): 1310-1323 (2018). [paper]
To Meet or Not to Meet: Finding the Shortest Paths in Road Networks. Weihuang Huang, Yikai Zhang, Zechao Shang, Jeffrey Xu Yu. IEEE Trans. Knowl. Data Eng. 30(4): 772-785 (2018). [paper]
TaxiRec: Recommending Road Clusters to Taxi Drivers Using Ranking-Based Extreme Learning Machines. Ran Wang, Chi-Yin Chow, Yan Lyu, Victor C. S. Lee, Sam Kwong, Yanhua Li, Jia Zeng. IEEE Trans. Knowl. Data Eng. 30(3): 585-598 (2018). [paper]
---2017---
Citywide Traffic Volume Estimation Using Trajectory Data. Xianyuan Zhan, Yu Zheng, Xiuwen Yi, Satish V. Ukkusuri. IEEE Trans. Knowl. Data Eng. 29(2): 272-285 (2017). [paper]
Efficient Clue-Based Route Search on Road Networks. Bolong Zheng, Han Su, Wen Hua, Kai Zheng, Xiaofang Zhou, Guohui Li. IEEE Trans. Knowl. Data Eng. 29(9): 1846-1859 (2017). [paper]
Trajectory Community Discovery and Recommendation by Multi-Source Diffusion Modeling. Siyuan Liu, Shuhui Wang. IEEE Trans. Knowl. Data Eng. 29(4): 898-911 (2017). [paper]
---2016---
A General Multi-Context Embedding Model for Mining Human Trajectory Data. Ningnan Zhou, Wayne Xin Zhao, Xiao Zhang, Ji-Rong Wen, Shan Wang. IEEE Trans. Knowl. Data Eng. 28(8): 1945-1958 (2016). [paper]
Collective Travel Planning in Spatial Networks. Shuo Shang, Lisi Chen, Zhewei Wei, Christian S. Jensen, Ji-Rong Wen, Panos Kalnis. IEEE Trans. Knowl. Data Eng. 28(5): 1132-1146 (2016). [paper]
Efficiently Estimating Statistics of Points of Interests on Maps. Pinghui Wang, Wenbo He, Xue Liu. IEEE Trans. Knowl. Data Eng. 28(2): 425-438 (2016). [paper]
Efficient Cache-Supported Path Planning on Roads. Ying Zhang, Yu-Ling Hsueh, Wang-Chien Lee, Yi-Hao Jhang. IEEE Trans. Knowl. Data Eng. 28(4): 951-964 (2016). [paper]
Hierarchical Spatio-Temporal Pattern Discovery and Predictive Modeling. Chung-Hsien Yu, Wei Ding, Melissa Morabito, Ping Chen. IEEE Trans. Knowl. Data Eng. 28(4): 979-993 (2016). [paper]
Optimal Multi-Meeting-Point Route Search. Rong-Hua Li, Lu Qin, Jeffrey Xu Yu, Rui Mao. IEEE Trans. Knowl. Data Eng. 28(3): 770-784 (2016). [paper]