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 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 …

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 …

[PDF][PDF] Identifying Human Mobility via Trajectory Embeddings.

Q Gao, F Zhou, K Zhang, G Trajcevski, X Luo, F Zhang - IJCAI, 2017 - ijcai.org
Understanding human trajectory patterns is an important task in many location based social
networks (LBSNs) applications, such as personalized recommendation and preference …

Smartadp: Visual analytics of large-scale taxi trajectories for selecting billboard locations

D Liu, D Weng, Y Li, J Bao, Y Zheng… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
The problem of formulating solutions immediately and comparing them rapidly for billboard
placements has plagued advertising planners for a long time, owing to the lack of efficient …

Gmove: Group-level mobility modeling using geo-tagged social media

C Zhang, K Zhang, Q Yuan, L Zhang… - Proceedings of the …, 2016 - dl.acm.org
Understanding human mobility is of great importance to various applications, such as urban
planning, traffic scheduling, and location prediction. While there has been fruitful research …

Online discovery of gathering patterns over trajectories

K Zheng, Y Zheng, NJ Yuan, S Shang… - IEEE Transactions on …, 2013 - ieeexplore.ieee.org
The increasing pervasiveness of location-acquisition technologies has enabled collection of
huge amount of trajectories for almost any kind of moving objects. Discovering useful …

A survey on trajectory clustering analysis

J Bian, D Tian, Y Tang, D Tao - arXiv preprint arXiv:1802.06971, 2018 - arxiv.org
This paper comprehensively surveys the development of trajectory clustering. Considering
the critical role of trajectory data mining in modern intelligent systems for surveillance …

Splitter: Mining fine-grained sequential patterns in semantic trajectories

C Zhang, J Han, L Shou, J Lu, T La Porta - Proceedings of the VLDB …, 2014 - dl.acm.org
Driven by the advance of positioning technology and the popularity of location-sharing
services, semantic-enriched trajectory data have become unprecedentedly available. The …

Towards efficient search for activity trajectories

K Zheng, S Shang, NJ Yuan… - 2013 IEEE 29Th …, 2013 - ieeexplore.ieee.org
The advances in location positioning and wireless communication technologies have led to
a myriad of spatial trajectories representing the mobility of a variety of moving objects. While …