A Dynamic Updating Method for Release of Privacy Protected Data Based on Privacy Differences in Relational Data
Title | A Dynamic Updating Method for Release of Privacy Protected Data Based on Privacy Differences in Relational Data |
Publication Type | Conference Paper |
Year of Publication | 2020 |
Authors | Yu, Y., Li, H., Fu, Y., Wu, X. |
Conference Name | 2020 International Conference on Computer Information and Big Data Applications (CIBDA) |
Date Published | April 2020 |
Publisher | IEEE |
ISBN Number | 978-1-7281-9837-8 |
Keywords | big data privacy, data privacy, data release, data updating efficiency, dynamic updating, dynamic updating method, Human Behavior, Metrics, MSB, multidimensional sensitive attribute, multidimensional sensitivity attribute privacy differences, multisensitive bucketization technology, privacy protected data release, privacy protection, privacy protection data release, pubcrawl, relational data, relational databases, resilience, Resiliency, Scalability |
Abstract | To improve dynamic updating of privacy protected data release caused by multidimensional sensitivity attribute privacy differences in relational data, we propose a dynamic updating method for privacy protection data release based on the multidimensional privacy differences. By adopting the multi-sensitive bucketization technology (MSB), this method performs quantitative classification of the multidimensional sensitive privacy difference and the recorded value, provides the basic updating operation unit, and thereby realizes dynamic updating of privacy protection data release based on the privacy difference among relational data. The experiment confirms that the method can secure the data updating efficiency while ensuring the quality of data release. |
URL | https://ieeexplore.ieee.org/document/9148498 |
DOI | 10.1109/CIBDA50819.2020.00014 |
Citation Key | yu_dynamic_2020 |
- multidimensional sensitivity attribute privacy differences
- Scalability
- Resiliency
- resilience
- relational databases
- relational data
- pubcrawl
- privacy protection data release
- privacy protection
- privacy protected data release
- multisensitive bucketization technology
- big data privacy
- multidimensional sensitive attribute
- MSB
- Metrics
- Human behavior
- dynamic updating method
- dynamic updating
- data updating efficiency
- data release
- data privacy