Outlier trajectory detection: A trajectory analytics based approach

Z Lv, J Xu, P Zhao, G Liu, L Zhao, X Zhou - Database Systems for …, 2017 - Springer
Trajectories obtained from GPS-enabled devices give us great opportunities to mine out
hidden knowledge about the urban mobility, traffic dynamics and human behaviors. In this …

Time-dependent popular routes based trajectory outlier detection

J Zhu, W Jiang, A Liu, G Liu, L Zhao - … , Miami, FL, USA, November 1-3 …, 2015 - Springer
With the rapid proliferation of the GPS-equipped devices, a myriad of trajectory data
representing the mobility of the various moving objects in two-dimensional space have been …

[PDF][PDF] Clustering-based trajectory outlier detection

EO Eldawy, HMO Mokhtar - International Journal of …, 2020 - pdfs.semanticscholar.org
The improvement in mobile computing techniques has generated massive trajectory data,
which represent the mobility of moving objects like vehicles, animals, and people. Mining …

Comparative study on trajectory outlier detection algorithms

A Belhadi, Y Djenouri, JCW Lin - … International Conference on …, 2019 - ieeexplore.ieee.org
This paper explores, reviews, and evaluates the existing outlier trajectory detection using
small, large and big databases. We divide existing solutions into two main categories …

Trajectory outlier detection: Algorithms, taxonomies, evaluation, and open challenges

A Belhadi, Y Djenouri, JCW Lin, A Cano - ACM Transactions on …, 2020 - dl.acm.org
Detecting abnormal trajectories is an important task in research and industrial applications,
which has attracted considerable attention in recent decades. This work studies the existing …

Trajectory outlier detection: A partition-and-detect framework

JG Lee, J Han, X Li - 2008 IEEE 24th International Conference …, 2008 - ieeexplore.ieee.org
Outlier detection has been a popular data mining task. However, there is a lack of serious
study on outlier detection for trajectory data. Even worse, an existing trajectory outlier …

Density-based trajectory outlier detection algorithm

Z Liu, D Pi, J Jiang - Journal of Systems Engineering and …, 2013 - ieeexplore.ieee.org
With the development of global position system (GPS), wireless technology and location
aware services, it is possible to collect a large quantity of trajectory data. In the field of data …

Effective and efficient trajectory outlier detection based on time-dependent popular route

J Zhu, W Jiang, A Liu, G Liu, L Zhao - World Wide Web, 2017 - Springer
With the rapid proliferation of GPS-equipped devices, a myriad of trajectory data
representing the mobility of various moving objects in two-dimensional space have been …

Abnormal-trajectory detection method based on variable grid partitioning

C Chen, D Xu, Q Yu, S Gong, G Shi, H Liu… - … International Journal of …, 2023 - mdpi.com
Abnormal-trajectory detection can be used to detect fraudulent behavior by taxi drivers when
carrying passengers. Existing methods usually detect abnormal trajectories based on the …

An efficient outlying trajectories mining approach based on relative distance

L Liu, S Qiao, Y Zhang, JS Hu - International Journal of …, 2012 - Taylor & Francis
With a huge volume of trajectories being collected and stored in databases, more and more
researchers try to discover outlying trajectories from trajectory databases. In this article, we …