NDLI: Privacy Preserving Classification Algorithm Based Random Diffusion Map

Content Provider	IEEE Xplore Digital Library
Author	Wei Lu
Copyright Year	2009
Abstract	In this paper, a privacy preserving classification algorithm based random Diffusion Map is presented. We first alter the selection of the parameter dimension $d$ and metaparameter fixed value $\varepsilon$ for satisfying the security of privacy-preserving classification. Further the sensitive attributes are embedded into random(even higher) dimension feature space using random Diffusion Map, thus the sensitive attributes are transformed and protected. Because the transformed space dimension $d$ and the $\varepsilon$ are both stochastic, this algorithm is not easily be breached. In addition, diffusion Map can keep topology structure of dataset, so the classification precision after encryption are kept well. The experiment shows that the present method can provide sensitive information enough protect without much loss of the classification precision.
Starting Page	318
Ending Page	321
File Size	320014
Page Count	4
File Format	PDF
ISBN	9780769538105
DOI	10.1109/SKG.2009.38
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2009-10-12
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Data privacy Stochastic processes privacy preserving Classification algorithms Topology classification Information technology Information security topology structure Euclidean distance random Diffusion Map Cryptography Protection Joining processes
Content Type	Text
Resource Type	Article

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1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
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