TY - JOUR
T1 - TIAMAT
T2 - A tool for interactive analysis of microdata anonymization techniques
AU - Dai, Chenyun
AU - Ghinita, Gabriel
AU - Bertino, Elisa
AU - Byun, Ji Won
AU - Li, Ninghui
PY - 2009/8
Y1 - 2009/8
N2 - Releasing detailed data (microdata) about individuals poses a privacy threat, due to the presence of quasi-identifier (QID) attributes such as age or zip code. Several privacy paradigms have been proposed that preserve privacy by placing constraints on the value of released QIDs. However, in order to enforce these paradigms, data publishers need tools to assist them in selecting a suitable anonymization method and choosing the right system parameters. We developed TIAMAT, a tool for analysis of anonymization techniques which allows data publishers to assess the accuracy and overhead of existing anonymization techniques. The tool performs interactive, head-to-head comparison of anonymization techniques, as well as QID change-impact analysis. Other features include collection of attribute statistics, support for multiple information loss metrics and compatibility with commercial database engines.
AB - Releasing detailed data (microdata) about individuals poses a privacy threat, due to the presence of quasi-identifier (QID) attributes such as age or zip code. Several privacy paradigms have been proposed that preserve privacy by placing constraints on the value of released QIDs. However, in order to enforce these paradigms, data publishers need tools to assist them in selecting a suitable anonymization method and choosing the right system parameters. We developed TIAMAT, a tool for analysis of anonymization techniques which allows data publishers to assess the accuracy and overhead of existing anonymization techniques. The tool performs interactive, head-to-head comparison of anonymization techniques, as well as QID change-impact analysis. Other features include collection of attribute statistics, support for multiple information loss metrics and compatibility with commercial database engines.
UR - http://www.scopus.com/inward/record.url?scp=84868320000&partnerID=8YFLogxK
U2 - 10.14778/1687553.1687607
DO - 10.14778/1687553.1687607
M3 - Article
AN - SCOPUS:84868320000
SN - 2150-8097
VL - 2
SP - 1618
EP - 1621
JO - Proceedings of the VLDB Endowment
JF - Proceedings of the VLDB Endowment
IS - 2
ER -