Name
Title | ||
|---|---|---|
On the use of economic price theory to find the optimum levels of privacy and information utility in non-perturbative microdata anonymisation |
Abstract | ||
|---|---|---|
Ideally, when microdata is anonymised, we should maximize both the level of privacy and the level information utility of a released microdata set. However, since privacy and information utility are conflicting requirements, it is difficult to find a good balance between the two goals. The objective and constraints of this optimization problem can be captured naturally with concepts from economic price theory. In this paper, we present an approach based on economic price theory for guiding the process of microdata anonymisation such that optimum levels of privacy and information utility are achieved. |
Year | DOI | Venue |
|---|---|---|
2010 | 10.1016/j.datak.2009.10.012 | Data Knowl. Eng. |
Keywords | Field | DocType |
non-perturbative microdata anonymisation,microdata set,conflicting requirement,level information utility,optimum level,optimization problem,information utility,good balance,economic price theory,non perturbative,data quality,privacy | Data mining,Data quality,Computer science,Information utility,Microdata (HTML),Optimization problem | Journal |
Volume | Issue | ISSN |
69 | 5 | 0169-023X |
Citations | PageRank | References |
4 | 0.39 | 34 |
Authors | ||
2 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Marek P. Zielinski | 1 | 5 | 0.81 |
| Martin S. Olivier | 2 | 465 | 73.94 |