Privacy-aware location data publishing

H Hu, J Xu, ST On, J Du, JKY Ng - ACM Transactions on Database …, 2010 - dl.acm.org
This article examines a new problem of k-anonymity with respect to a reference dataset in
privacy-aware location data publishing: given a user dataset and a sensitive event dataset …

Ensuring location diversity in privacy-preserving spatio-temporal data publishing

AE Cicek, ME Nergiz, Y Saygin - The VLDB Journal, 2014 - Springer
The rise of mobile technologies in the last decade has led to vast amounts of location
information generated by individuals. From the knowledge discovery point of view, these …

Privacy-preserving publication of user locations in the proximity of sensitive sites

B Krishnamachari, G Ghinita, P Kalnis - … 2008, Hong Kong, China, July 9 …, 2008 - Springer
Location-based services, such as on-line maps, obtain the exact location of numerous
mobile users. This information can be published for research or commercial purposes …

Privacy preserving location data publishing: A machine learning approach

S Shaham, M Ding, B Liu, S Dang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Publishing datasets plays an essential role in open data research and promoting
transparency of government agencies. However, such data publication might reveal users' …

Anonymization of moving objects databases by clustering and perturbation

O Abul, F Bonchi, M Nanni - Information systems, 2010 - Elsevier
Preserving individual privacy when publishing data is a problem that is receiving increasing
attention. Thanks to its simplicity the concept of k-anonymity, introduced by Samarati and …

Providing k-anonymity in location based services

A Gkoulalas-Divanis, P Kalnis… - ACM SIGKDD explorations …, 2010 - dl.acm.org
The offering of anonymity in relational databases has attracted a great deal of attention in
the database community during the last decade [4]. Among the different solution approaches …

An alternative approach to k-anonymity for location-based services

A Masoumzadeh, J Joshi - Procedia Computer Science, 2011 - Elsevier
Users of location-based services (LBSs) may have serious privacy concerns when using
these technologies since their location can be utilized by adversaries to infer privacy …

Preservation of proximity privacy in publishing numerical sensitive data

J Li, Y Tao, X Xiao - Proceedings of the 2008 ACM SIGMOD international …, 2008 - dl.acm.org
We identify proximity breach as a privacy threat specific to numerical sensitive attributes in
anonymized data publication. Such breach occurs when an adversary concludes with high …

Privacy-preserving location publishing under road-network constraints

D Lin, S Gurung, W Jiang, A Hurson - … 2010, Tsukuba, Japan, April 1-4 …, 2010 - Springer
We are experiencing the expanding use of location-based services such as AT&T TeleNav
GPS Navigator and Intel's Thing Finder. Existing location-based services have collected a …

Pad: privacy-area aware, dummy-based location privacy in mobile services

H Lu, CS Jensen, ML Yiu - … of the Seventh ACM International Workshop …, 2008 - dl.acm.org
Location privacy in mobile services has the potential to become a serious concern for
service providers and users. Existing privacy protection techniques that use k-anonymity …