Adding Noise Trajectory for Providing Privacy in Data Publishing by Vectorization
Title | Adding Noise Trajectory for Providing Privacy in Data Publishing by Vectorization |
Publication Type | Conference Paper |
Year of Publication | 2020 |
Authors | Tojiboev, R., Lee, W., Lee, C. C. |
Conference Name | 2020 IEEE International Conference on Big Data and Smart Computing (BigComp) |
Date Published | Feb. 2020 |
Publisher | IEEE |
ISBN Number | 978-1-7281-6034-4 |
Keywords | -Privacy-Publishing-Data, -Surrogate-Vector, big data privacy, business purpose, Cancer, data privacy, data publishing, data utility, Databases, grid computing, Human Behavior, Keywords-—-Noise-trajectory, Metrics, noise trajectory, privacy, privacy protection, pubcrawl, Publishing, resilience, Resiliency, Scalability, scientific research, Trajectory, vector-based grid environment |
Abstract | Since trajectory data is widely collected and utilized for scientific research and business purpose, publishing trajectory without proper privacy-policy leads to an acute threat to individual data. Recently, several methods, i.e., k-anonymity, l-diversity, t-closeness have been studied, though they tend to protect by reducing data depends on a feature of each method. When a strong privacy protection is required, these methods have excessively reduced data utility that may affect the result of scientific research. In this research, we suggest a novel approach to tackle this existing dilemma via an adding noise trajectory on a vector-based grid environment. |
URL | https://ieeexplore.ieee.org/document/9070564 |
DOI | 10.1109/BigComp48618.2020.00-34 |
Citation Key | tojiboev_adding_2020 |
- Metrics
- vector-based grid environment
- Trajectory
- scientific research
- Scalability
- Resiliency
- resilience
- Publishing
- pubcrawl
- privacy protection
- privacy
- noise trajectory
- -Privacy-Publishing-Data
- Keywords-—-Noise-trajectory
- Human behavior
- grid computing
- Databases
- data utility
- data publishing
- data privacy
- Cancer
- business purpose
- big data privacy
- -Surrogate-Vector