A survey on trajectory data management, analytics, and learning

S Wang, Z Bao, JS Culpepper, G Cong - ACM Computing Surveys  …, 2021 - dl.acm.org
ways to manage and analyze the data being produced. In this survey, we comprehensively
review recent research trends in trajectory data management, ranging from trajectory pre-…

Spatial structures of tourism destinations: A trajectory data mining approach leveraging mobile big data

S Park, Y Xu, L Jiang, Z Chen, S Huang - Annals of Tourism Research, 2020 - Elsevier
… This study analyzes a large scale mobile phone dataset that … We apply a trajectory data
mining approach to understand … and sequential pattern mining, the study reveals multiple “hot …

Deep learning for spatio-temporal data mining: A survey

S Wang, J Cao, SY Philip - … on knowledge and data …, 2020 - ieeexplore.ieee.org
methods and applications for trajectory data mining, which is an important type of ST data.
[… focus on the problems of trajectory data mining and urban crowd flow data prediction. For …

Spatiotemporal data mining: a survey on challenges and open problems

A Hamdi, K Shaban, A Erradi, A Mohamed… - … Intelligence Review, 2022 - Springer
survey on state-of-the-art advances in STDM. Unlike existing survey papers, we review
challenges and their causes as well as issues related to selected applications and tasks. …

Vehicle trajectory clustering based on dynamic representation learning of internet of vehicles

W Wang, F Xia, H Nie, Z Chen, Z Gong… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
… More recently, trajectory data mining has become a research hotspot in … with large scale
network-based trajectory data, this paper proposes a novel vehicle trajectory clustering method

[PDF][PDF] Big data service architecture: a survey

J Wang, Y Yang, T Wang, RS Sherratt… - Journal of Internet …, 2020 - jit.ndhu.edu.tw
… , big data technology can be applied for data mining, data analysis and … big data technologies.
In the last section, we summarize some practical application scenarios of big data services

A survey of data mining implementation in smart city applications

ZS Ageed, SRM Zeebaree… - Qubahan Academic …, 2021 - journal.qubahan.com
Big data mining is a service that collects the essential information and expertise from and
provides the customer with a large, complex, competitive, high-volume, and lowdensity data set …

A survey and experimental study on privacy-preserving trajectory data publishing

F Jin, W Hua, M Francia, P Chao… - … Knowledge and Data …, 2022 - ieeexplore.ieee.org
… of applications relying on the availability of trajectory data. Formally, a trajectory of an …
the literature: the quality of trajectory data and the quality of data mining results for a specific …

Data mining approach to shipping route characterization and anomaly detection based on AIS data

H Rong, AP Teixeira, CG Soares - Ocean Engineering, 2020 - Elsevier
trajectory prediction and abnormal traffic behaviour can be developed. In this study, a data
mining … on Automatic Identification System data that combines trajectory compression and …

[HTML][HTML] Internet of things and data mining: An application oriented survey

P Sunhare, RR Chowdhary… - Journal of King Saud …, 2022 - Elsevier
… of resources and services. With this background, this paper presents a systematic and …
review of various data mining techniques employed in the large and small scale IoT applications