International Journal on Computer Science and Technology (IJCST)
In this paper, the authors contain a comparative study about publishing the disclosure limitation guarantees and the theoretical and practical utility of various approaches. Their comparison includes earlier work on anonymity and in distinguishes ability and their proposed solution to achieve probabilistic differential privacy in search logs. In their comparison, they revealed interesting relationships between in distinguish ability and probabilistic differential privacy which might be of independent interest. Their results (positive as well as negative) can be applied more generally to the problem of publishing frequent items or item sets.