A Survey on Trajectory Data Management, Analytics, and Learning

03/25/2020
by   Sheng Wang, et al.
0

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 more efficient 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-processing, storage, common trajectory analytic tools, such as querying spatial-only and spatial-textual trajectory data, and trajectory clustering. We also explore four closely related analytical tasks commonly used with trajectory data in interactive or real-time processing. Deep trajectory learning is also reviewed for the first time. Finally, we outline the essential qualities that a trajectory management system should possess in order to maximize flexibility.

READ FULL TEXT
research
01/22/2021

REPOSE: Distributed Top-k Trajectory Similarity Search with Local Reference Point Tries

Trajectory similarity computation is a fundamental component in a variet...
research
11/15/2021

Deep Learning based Urban Vehicle Trajectory Analytics

A `trajectory' refers to a trace generated by a moving object in geograp...
research
08/03/2020

A Survey on the Evolution of Stream Processing Systems

Stream processing has been an active research field for more than 20 yea...
research
03/12/2018

Deep Learning in Mobile and Wireless Networking: A Survey

The rapid uptake of mobile devices and the rising popularity of mobile a...
research
04/02/2018

The Maximum Trajectory Coverage Query in Spatial Databases

With the widespread use of GPS-enabled mobile devices, an unprecedented ...
research
02/20/2018

A survey on trajectory clustering analysis

This paper comprehensively surveys the development of trajectory cluster...
research
08/02/2016

Shape and Centroid Independent Clustring Algorithm for Crowd Management Applications

Clustering techniques play an important role in data mining and its rela...

Please sign up or login with your details

Forgot password? Click here to reset