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 …

Trajectory data mining: A review of methods and applications

JD Mazimpaka, S Timpf - Journal of …, 2016 - digitalcommons.library.umaine.edu
The increasing use of location-aware devices has led to an increasing availability of
trajectory data. As a result, researchers devoted their efforts to developing analysis methods …

[图书][B] Computing with spatial trajectories

Y Zheng, X Zhou - 2011 - books.google.com
Spatial trajectories have been bringing the unprecedented wealth to a variety of research
communities. A spatial trajectory records the paths of a variety of moving objects, such as …

Big trajectory data mining: A survey of methods, applications, and services

D Wang, T Miwa, T Morikawa - Sensors, 2020 - mdpi.com
The increasingly wide usage of smart infrastructure and location-aware terminals has
helped increase the availability of trajectory data with rich spatiotemporal information. The …

Clustering and aggregating clues of trajectories for mining trajectory patterns and routes

CC Hung, WC Peng, WC Lee - The VLDB Journal, 2015 - Springer
In this paper, we propose a new trajectory pattern mining framework, namely Clustering and
Aggregating Clues of Trajectories (CACT), for discovering trajectory routes that represent the …

UlTraMan: A unified platform for big trajectory data management and analytics

X Ding, L Chen, Y Gao, CS Jensen, H Bao - Proceedings of the VLDB …, 2018 - dl.acm.org
Massive trajectory data is being generated by GPS-equipped devices, such as cars and
mobile phones, which is used increasingly in transportation, location-based services, and …

Trajectory pattern mining

H Jeung, ML Yiu, CS Jensen - Computing with spatial trajectories, 2011 - Springer
In step with the rapidly growing volumes of available moving-object trajectory data, there is
also an increasing need for techniques that enable the analysis of trajectories. Such …

TraClass trajectory classification using hierarchical region-based and trajectory-based clustering

JG Lee, J Han, X Li, H Gonzalez - Proceedings of the VLDB Endowment, 2008 - dl.acm.org
Trajectory classification, ie, model construction for predicting the class labels of moving
objects based on their trajectories and other features, has many important, real-world …

A survey on trajectory data management, analytics, and learning

S Wang, Z Bao, JS Culpepper, G Cong - ACM Computing Surveys …, 2021 - dl.acm.org
Recent advances in sensor and mobile devices have enabled an unprecedented increase
in the availability and collection of urban trajectory data, thus increasing the demand for …