[HTML][HTML] How machine learning informs ride-hailing services: A survey

Y Liu, R Jia, J Ye, X Qu - Communications in Transportation Research, 2022 - Elsevier
In recent years, online ride-hailing services have emerged as an important component of
urban transportation system, which not only provide significant ease for residents' travel …

Trajectory data mining: an overview

Y Zheng - ACM Transactions on Intelligent Systems and …, 2015 - dl.acm.org
The advances in location-acquisition and mobile computing techniques have generated
massive spatial trajectory data, which represent the mobility of a diversity of moving objects …

A utility-aware general framework with quantifiable privacy preservation for destination prediction in LBSs

H Jiang, M Wang, P Zhao, Z **ao… - Ieee/Acm Transactions …, 2021 - ieeexplore.ieee.org
Destination prediction plays an important role as the basis for a variety of location-based
services (LBSs). However, it poses many threats to users' location privacy. Most related work …

Urban computing: concepts, methodologies, and applications

Y Zheng, L Capra, O Wolfson, H Yang - ACM Transactions on Intelligent …, 2014 - dl.acm.org
Urbanization's rapid progress has modernized many people's lives but also engendered big
issues, such as traffic congestion, energy consumption, and pollution. Urban computing …

A taxi order dispatch model based on combinatorial optimization

L Zhang, T Hu, Y Min, G Wu, J Zhang, P Feng… - Proceedings of the 23rd …, 2017 - dl.acm.org
Taxi-booking apps have been very popular all over the world as they provide convenience
such as fast response time to the users. The key component of a taxi-booking app is the …

A survey on trajectory data mining: Techniques and applications

Z Feng, Y Zhu - Ieee Access, 2016 - ieeexplore.ieee.org
Rapid advance of location acquisition technologies boosts the generation of trajectory data,
which track the traces of moving objects. A trajectory is typically represented by a sequence …

A location privacy-preserving system based on query range cover-up or location-based services

Z Wu, R Wang, Q Li, X Lian, G Xu… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
Location-based service (LBS) has been widely used in various fields of industry, and
become a vital part of people's daily life. However, while providing great convenience for …

Learning effective road network representation with hierarchical graph neural networks

N Wu, XW Zhao, J Wang, D Pan - Proceedings of the 26th ACM SIGKDD …, 2020 - dl.acm.org
Road network is the core component of urban transportation, and it is widely useful in
various traffic-related systems and applications. Due to its important role, it is essential to …

From taxi GPS traces to social and community dynamics: A survey

PS Castro, D Zhang, C Chen, S Li, G Pan - ACM Computing Surveys …, 2013 - dl.acm.org
Vehicles equipped with GPS localizers are an important sensory device for examining
people's movements and activities. Taxis equipped with GPS localizers serve the …

Urban water quality prediction based on multi-task multi-view learning

Y Liu, Y Zheng, Y Liang, S Liu… - Proceedings of the 25th …, 2016 - microsoft.com
Urban water quality is of great importance to our daily lives. Prediction of urban water quality
help control water pollution and protect human health. In this work, we forecast the water …