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Emerging Applications of Randomized Response Concepts and Some Related Issues

CDAR2016-01
Tapan K. Nayak, Cheng Zhang, and Samson A. Adeshiyan
Component ID: #ti917016166

Abstract

Randomized response (RR) was introduced as a technique for protecting respondent's privacy in survey interviews regarding sensitive characteristics. In recent years, the basic RR ideas have been used and extended in other contexts. We discuss usage and recent advances of RR in con dentiality protection and in privacy preserving data mining. Wediscuss important differences between RR surveys and RR for con dentiality protection. Inparticular, for con dentiality protection, the data may be used to choose randomization probabilities suitably, but by doing so also makes well known inferences derived for RR surveys inapplicable. We examine one privacy breach criterion in data mining and proposea new privacy guarantee and a method for achieving that. We also discuss several newchallenges and open problems for future research.

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