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 …

Vehicle trajectory similarity: Models, methods, and applications

RSD Sousa, A Boukerche, AAF Loureiro - ACM Computing Surveys …, 2020 - dl.acm.org
The increasing availability of vehicular trajectory data is at the core of smart mobility
solutions. Such data offer us unprecedented information for the development of trajectory …

Probabilistic nearest neighbor queries on uncertain moving object trajectories

J Niedermayer, A Züfle, T Emrich, M Renz… - arxiv preprint arxiv …, 2013 - arxiv.org
Nearest neighbor (NN) queries in trajectory databases have received significant attention in
the past, due to their application in spatio-temporal data analysis. Recent work has …

Sampling big trajectory data

Y Li, CY Chow, K Deng, M Yuan, J Zeng… - Proceedings of the 24th …, 2015 - dl.acm.org
The increasing prevalence of sensors and mobile devices has led to an explosive increase
of the scale of spatio-temporal data in the form of trajectories. A trajectory aggregate query …

On efficiently finding reverse k-nearest neighbors over uncertain graphs

Y Gao, X Miao, G Chen, B Zheng, D Cai, H Cui - The VLDB journal, 2017 - Springer
Reverse k-nearest neighbor (R k NN R k NN) query on graphs returns the data objects that
take a specified query object q as one of their k-nearest neighbors. It has significant …

Exploiting integrity constraints for cleaning trajectories of RFID-monitored objects

B Fazzinga, S Flesca, F Furfaro, F Parisi - ACM Transactions on …, 2016 - dl.acm.org
A probabilistic framework for cleaning the data collected by Radio-Frequency IDentification
(RFID) tracking systems is introduced. What has to be cleaned is the set of trajectories that …

Reverse-nearest neighbor queries on uncertain moving object trajectories

T Emrich, HP Kriegel, N Mamoulis… - Database Systems for …, 2014 - Springer
Reverse nearest neighbor (RNN) queries in spatial and spatio-temporal databases have
received significant attention in the database research community over the last decade. A …

Representing and processing lineages over uncertain data based on the Bayesian network

K Yue, H Wu, W Liu, Y Zhu - Applied Soft Computing, 2015 - Elsevier
Processing lineages (also called provenances) over uncertain data consists in tracing the
origin of uncertainty based on the process of data production and evolution. In this paper, we …

Probabilistic object deputy model for uncertain data and lineage management

L Wang, L Wang, Z Peng - Data & Knowledge Engineering, 2017 - Elsevier
Lineage is important in uncertain data management since it can be used for finding out
which part of data contributes to a result and computing the probability of the result …

Dynamic reverse furthest neighbor querying algorithm of moving objects

B Li, C Zhang, W Chen, Y Yang, S Feng… - … on Advanced Data …, 2016 - Springer
With the development of wireless communications and positioning technologies, locations of
moving objects are highly demanding services. The assumption of static data is majorly …