An Information-Theoretic Privacy Criterion for Query Forgery in Information Retrieval

نویسندگان

  • David Rebollo-Monedero
  • Javier Parra-Arnau
  • Jordi Forné
چکیده

In previous work, we presented a novel information-theoretic privacy criterion for query forgery in the domain of information retrieval. Our criterion measured privacy risk as a divergence between the user’s and the population’s query distribution, and contemplated the entropy of the user’s distribution as a particular case. In this work, we make a twofold contribution. First, we thoroughly interpret and justify the privacy metric proposed in our previous work, elaborating on the intimate connection between the celebrated method of entropy maximization and the use of entropies and divergences as measures of privacy. Secondly, we attempt to bridge the gap between the privacy and the informationtheoretic communities by substantially adapting some technicalities of our original work to reach a wider audience, not intimately familiar with information theory and the method of types.

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تاریخ انتشار 2011