Séminaire SoSySec : The PINED-RQ Family: Differentially Private Indexes for Range Query Processing in Clouds

Seminar
Starting on
Ending on
Location
Webminaire
Room
Remotely via BBB: https://bbb.irisa.fr/b/kor-umw-zke
Speaker
Tristan ALLARD (IRISA, University Rennes 1)

Performing non- aggregate range queries on cloud stored data, while achieving both privacy and efficiency is a challenging problem. With the PINED-RQ family of techniques, we propose constructing a differentially private index to an outsourced encrypted dataset. Efficiency is enabled by using a cleartext index structure to perform range queries. Security relies on both differential privacy (of the index) and semantic security (of the encrypted dataset). Our initial solution, PINED-RQ, develops algorithms for building and updating the differentially private index. Our recent proposals extend PINED-RQ with a parallel architecture for coping with high-rate incoming data. Compared to state-of-the-art secure index based range query processing approaches, PINED-RQ executes queries in the order of at least one magnitude faster. Moreover its parallel extensions increase its throughput by at least one order of magnitude. The security of the PINED-RQ solutions is proved and their efficiency is assessed by extensive experimental validations. In this talk, I will introduce the PINED-RQ family of techniques by presenting the initial PINED-RQ proposal and overviewing then its parallel extensions.

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The presentation will take place remotely, via Big Blue Button (BBB), in the following room
https://bbb.irisa.fr/b/kor-umw-zke

The presentation will be recorded.

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