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 …

Privacy-preserving data publishing: A survey of recent developments

BCM Fung, K Wang, R Chen, PS Yu - ACM Computing Surveys (Csur), 2010 - dl.acm.org
The collection of digital information by governments, corporations, and individuals has
created tremendous opportunities for knowledge-and information-based decision making …

Information security in big data: privacy and data mining

L Xu, C Jiang, J Wang, J Yuan, Y Ren - Ieee Access, 2014 - ieeexplore.ieee.org
The growing popularity and development of data mining technologies bring serious threat to
the security of individual,'s sensitive information. An emerging research topic in data mining …

A survey of trajectory distance measures and performance evaluation

H Su, S Liu, B Zheng, X Zhou, K Zheng - The VLDB Journal, 2020 - Springer
The proliferation of trajectory data in various application domains has inspired tremendous
research efforts to analyze large-scale trajectory data from a variety of aspects. A …

PMF: A privacy-preserving human mobility prediction framework via federated learning

J Feng, C Rong, F Sun, D Guo, Y Li - … of the ACM on Interactive, Mobile …, 2020 - dl.acm.org
With the popularity of mobile devices and location-based social network, understanding and
modelling the human mobility becomes an important topic in the field of ubiquitous …

The long road to computational location privacy: A survey

V Primault, A Boutet, SB Mokhtar… - … Surveys & Tutorials, 2018 - ieeexplore.ieee.org
The widespread adoption of continuously connected smartphones and tablets developed
the usage of mobile applications, among which many use location to provide geolocated …

Semantic trajectories modeling and analysis

C Parent, S Spaccapietra, C Renso… - ACM Computing …, 2013 - dl.acm.org
Focus on movement data has increased as a consequence of the larger availability of such
data due to current GPS, GSM, RFID, and sensors techniques. In parallel, interest in …

A classification of location privacy attacks and approaches

M Wernke, P Skvortsov, F Dürr, K Rothermel - Personal and ubiquitous …, 2014 - Springer
In recent years, location-based services have become very popular, mainly driven by the
availability of modern mobile devices with integrated position sensors. Prominent examples …

Data-oriented mobile crowdsensing: A comprehensive survey

Y Liu, L Kong, G Chen - IEEE communications surveys & …, 2019 - ieeexplore.ieee.org
Mobile devices equipped with rich sensors, such as smartphones, watches, or vehicles,
have been pervasively used all around the world. Their high penetration and powerful …

Differentially private transit data publication: a case study on the montreal transportation system

R Chen, BCM Fung, BC Desai… - Proceedings of the 18th …, 2012 - dl.acm.org
With the wide deployment of smart card automated fare collection (SCAFC) systems, public
transit agencies have been benefiting from huge volume of transit data, a kind of sequential …