کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4956186 1444441 2017 7 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Using data visualization technique to detect sensitive information re-identification problem of real open dataset
ترجمه فارسی عنوان
با استفاده از تکنیک تجسم داده ها برای شناسایی مشکل شناسایی اطلاعات حساس از داده های باز شناخته شده واقعی
کلمات کلیدی
شناسایی داده ها، تجسم داده ها، حفظ حریم خصوصی، اطلاعات شخصی قابل شناسایی اطلاعات شخصی حساس
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر شبکه های کامپیوتری و ارتباطات
چکیده انگلیسی
With plenty valuable information, open data are often deemed as great assets to academia or industry. In spite of some de-identification processing that most of data owners will perform before releasing the data, the more datasets are opened to public, the more likely personal privacy will be exposed. According to previous real case studies, even though the personally identifiable information has been de-identified, sensitive personal information could still be uncovered by heterogeneous or cross-domain data joining operations. The involved privacy re-identification processes are usually too complicated or obscure to be realized by data owners, not to mention that this problem will be more severe as the scale of data will get larger and larger. For preventing the leakage of sensitive information, this paper shows how to use a novel visualization analysis tool for open data de-identification (ODD Visualizer) to verify whether there exists sensitive information leakage problem in the target datasets. The high effectiveness that the ODD Visualizer can provide mainly comes from implementing a scalable computing platform as well as developing an efficient data visualization technique. Our demonstrations show that the ODD Visualizer can indeed uncover real vulnerability of record linkage attacks among open datasets available on the Internet.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Systems Architecture - Volume 80, October 2017, Pages 85-91
نویسندگان
, , , , ,