When machine learning meets privacy: A survey and outlook

B Liu, M Ding, S Shaham, W Rahayu… - ACM Computing …, 2021 - dl.acm.org
The newly emerged machine learning (eg, deep learning) methods have become a strong
driving force to revolutionize a wide range of industries, such as smart healthcare, financial …

Location privacy-preserving mechanisms in location-based services: A comprehensive survey

H Jiang, J Li, P Zhao, F Zeng, Z Xiao… - ACM Computing Surveys …, 2021 - dl.acm.org
Location-based services (LBSs) provide enhanced functionality and convenience of
ubiquitous computing, but they open up new vulnerabilities that can be utilized to violate the …

A utility-aware general framework with quantifiable privacy preservation for destination prediction in LBSs

H Jiang, M Wang, P Zhao, Z Xiao… - Ieee/Acm Transactions …, 2021 - ieeexplore.ieee.org
Destination prediction plays an important role as the basis for a variety of location-based
services (LBSs). However, it poses many threats to users' location privacy. Most related work …

A caching and spatial K-anonymity driven privacy enhancement scheme in continuous location-based services

S Zhang, X Li, Z Tan, T Peng, G Wang - Future Generation Computer …, 2019 - Elsevier
With the rapid pervasion of location-based services (LBSs), protection of location privacy
has become a significant concern. In most continuous LBSs' privacy-preserving solutions …

Enhancing privacy through caching in location-based services

B Niu, Q Li, X Zhu, G Cao, H Li - 2015 IEEE conference on …, 2015 - ieeexplore.ieee.org
Privacy protection is critical for Location-Based Services (LBSs). In most previous solutions,
users query service data from the untrusted LBS server when needed, and discard the data …

Optimal geo-indistinguishable mechanisms for location privacy

NE Bordenabe, K Chatzikokolakis… - Proceedings of the 2014 …, 2014 - dl.acm.org
We consider the geo-indistinguishability approach to location privacy, and the trade-off with
respect to utility. We show that, given a desired degree ofgeo-indistinguishability, it is …

Preserving privacy in internet of things: a survey

AA Abi Sen, FA Eassa, K Jambi, M Yamin - International Journal of …, 2018 - Springer
Internet of things (IOT) paradigm is changing day to day lives towards sophisticated
automation and enhancing living standards of our societies. The most of “Things” in IOT are …

Security and privacy in location-based services for vehicular and mobile communications: An overview, challenges, and countermeasures

P Asuquo, H Cruickshank, J Morley… - IEEE Internet of …, 2018 - ieeexplore.ieee.org
Location-based services (LBSs) have gained popularity as a result of the advances in
mobile and communication technologies. LBS provide users with relevant information based …

A dual privacy preserving scheme in continuous location-based services

S Zhang, G Wang, MZA Bhuiyan… - IEEE Internet of Things …, 2018 - ieeexplore.ieee.org
With the development of wireless communication and positioning technology, location-
based services (LBSs) have been gaining tremendous popularity, due to its ability to greatly …

Collaborative trajectory privacy preserving scheme in location-based services

T Peng, Q Liu, D Meng, G Wang - Information Sciences, 2017 - Elsevier
Location-based services (LBSs) have been gaining considerable popularity and are
becoming the fastest growing activity-related services that people use in their daily life …