ARM-Based Privacy Preserving for Medical Data Publishing

作者: Zhang Fengli , Bai Yijing

DOI: 10.1007/978-3-319-27051-7_6

关键词:

摘要: The increasing use of electronic medical records (EMR) makes the data mining becomes a hot topic. Consequently, privacy invasion attracts people’s attention. Among these, we are particularly interested in preserving for association rule (ARM). In this paper, improve traditional reconstruction-based (PPDM) and propose new architecture publishing with preserving, present sanitization algorithm sensitive rules hiding. architecture, strictly controlled as well side effects minimized. And finally performed an experiment to evaluate proposed architecture.

参考文章(23)
Janakiramaiah Bonam, A. Ramamohan Reddy, G. Kalyani, Privacy Preserving in Association Rule Mining by Data Distortion Using PSO Springer, Cham. pp. 551- 558 ,(2014) , 10.1007/978-3-319-03095-1_59
Stan Matwin, Privacy-Preserving Data Mining Techniques: Survey and Challenges Studies in Applied Philosophy, Epistemology and Rational Ethics. pp. 209- 221 ,(2013) , 10.1007/978-3-642-30487-3_11
Mohammad Naderi Dehkordi, A Novel Association Rule Hiding Approach in OLAP Data Cubes Indian journal of science and technology. ,vol. 6, pp. 4063- 4075 ,(2013) , 10.17485/IJST/2013/V6I2/30587
M. E. Orlowska, X. Li, X. Chen, A new framework of privacy preserving data sharing international conference on data mining. pp. 47- 56 ,(2004)
Dhyanendra Jain, Pallavi Khatri, Rishi Soni, Brijesh Kumar Chaurasia, Hiding Sensitive Association Rules without Altering the Support of Sensitive Item(s) Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering. pp. 500- 509 ,(2012) , 10.1007/978-3-642-27299-8_52
Majid Bashir Malik, M. Asger Ghazi, Rashid Ali, Privacy Preserving Data Mining Techniques: Current Scenario and Future Prospects international conference on computer and communication technology. pp. 26- 32 ,(2012) , 10.1109/ICCCT.2012.15
Lei Chen, Ji-Jiang Yang, Qing Wang, Privacy-Preserving Data Publishing for Free Text Chinese Electronic Medical Records computer software and applications conference. pp. 567- 572 ,(2012) , 10.1109/COMPSAC.2012.76
Vassilios S. Verykios, Association rule hiding methods Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery. ,vol. 3, pp. 28- 36 ,(2013) , 10.1002/WIDM.1082
Al Amin Hossain, Sharif Mohammad Shahnewaz Ferdous, Samiul Islam, Nicole Maalouf, Rapid Cloud Data Processing with Healthcare Information Protection world congress on services. pp. 454- 455 ,(2014) , 10.1109/SERVICES.2014.86
Jianming Zhu, Zhanyu Li, A New Privacy Preserving Association Rule Mining Algorithm Based on Hybrid Partial Hiding Strategy Cybernetics and Information Technologies. ,vol. 13, pp. 41- 50 ,(2013) , 10.1007/978-3-642-40660-7_160