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 …

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: 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 …

[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 …

ST‐DMQL: a semantic trajectory data mining query language

V Bogorny, B Kuijpers, LO Alvares - International Journal of …, 2009 - Taylor & Francis
Mobile devices are becoming very popular in recent years, and large amounts of trajectory
data are generated by these devices. Trajectories left behind cars, humans, birds or other …

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 …

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 …

[PDF][PDF] Towards semantic trajectory knowledge discovery

LO Alvares, V Bogorny, B Kuijpers… - Data Mining and …, 2007 - academia.edu
Trajectory data play a fundamental role to an increasing number of applications, such as
transportation management, urban planning and tourism. Trajectory data are normally …

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 …

Wherenext: a location predictor on trajectory pattern mining

A Monreale, F Pinelli, R Trasarti… - Proceedings of the 15th …, 2009 - dl.acm.org
The pervasiveness of mobile devices and location based services is leading to an
increasing volume of mobility data. This side eect provides the opportunity for innovative …