A Survey and Experimental Study on Privacy-Preserving Trajectory Data Publishing [PDF]
<div>Trajectory data has become ubiquitous nowadays, which can benefit various real-world applications such as traffic management and location-based services. However, trajectories may disclose highly sensitive information of an individual including mobility patterns, personal profiles and gazetteers, social relationships, etc, making it ...
Fengmei Jin +5 more
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Differential-Privacy Preserving Trajectory Data Publishing forĀ Road Networks
In the sharing of user trajectory data of road networks, privacy leakage emerges to be a major concern because attackers may make aggressive reasoning and analysis based on the published trajectory data with certain background knowledge to obtain the ...
Songyuan Li +3 more
openaire +3 more sources
An efficient method for privacy-preserving trajectory data publishing based on data partitioning
Since Osman Abul et al. first proposed the k-anonymity-based privacy protection for trajectory data, researchers have proposed a variety of trajectory privacy-preserving methods. These methods mainly adopt a static anonymity algorithm, which only focusing on the trajectories in a specific time span, directly anonymizes data and publishes them without ...
Songyuan Li +3 more
openaire +4 more sources
Trajectory anonymity in publishing personal mobility data
Recent years have witnessed pervasive use of location-aware devices such as GSM mobile phones, GPS-enabled PDAs, location sensors, and active RFID tags. The use of these devices generates a huge collection of spatio-temporal data, variously called moving object data, trajectory data, or moblity data.
Francesco Bonchi +2 more
openaire +3 more sources
Experiments and Analyses of Anonymization Mechanisms for Trajectory Data Publishing. [PDF]
With the advancing of location-detection technologies and the increasing popularity of mobile phones and other location-aware devices, trajectory data is continuously growing. While large-scale trajectories provide opportunities for various applications, the locations in trajectories pose a threat to individual privacy.
Sun S +5 more
europepmc +6 more sources
Privacy-Preserving Trajectory Data Publishing via Differential Privacy [PDF]
Over the past decade, the collection of data by individuals, businesses and government agencies has increased tremendously. Due to the widespread of mobile computing and the advances in location-acquisition techniques, an immense amount of data ...
Dwivedi, Ishita
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A Clustering-Anonymity Approach for Trajectory Data Publishing Considering both Distance and Direction [PDF]
Trajectory data contains rich spatio-temporal information of moving objects. Directly publishing it for mining and analysis will result in severe privacy disclosure problems. Most existing clustering-anonymity methods cluster trajectories according to either distance- or direction-based similarities, leading to a high information loss.
Huo-wen Jiang, Ke-Kun Hu
openaire +3 more sources
Trajectory Data Publishing Scheme Based on Transformer Decoder and Differential Privacy
The proliferation of Location-Based Services (LBSs) has generated vast trajectory datasets that offer immense analytical value but pose critical privacy risks. Achieving an optimal balance between data utility and privacy preservation remains a challenge,
Haiyong Wang, Wei Huang
doaj +2 more sources
Sensitive attribute privacy preservation of trajectory data publishing based on l-diversity. [PDF]
The widely application of positioning technology has made collecting the movement of people feasible for knowledge-based decision. Data in its original form often contain sensitive attributes and publishing such data will leak individuals' privacy. Especially, a privacy threat occurs when an attacker can link a record to a specific individual based on ...
Yao L, Chen Z, Hu H, Wu G, Wu B.
europepmc +5 more sources
Pre-tactical trajectory compatibility determination to reduce air traffic controllers' tactical workload [PDF]
The current Air Traffic Management (ATM) system, based on principles established more than 50 years ago, is starting to show clear signs of saturation. This fact.
Portillo, Yolanda
core +7 more sources

