Presentation | 2013-11-12 Query auditing for privacy preserving similarity search Hiromi Arai, Koji Tsuda, Jun Sakuma, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this paper, we propose a query auditing method for similarity searches that examines whether database responces satisfy privacy preserving requirements. We assume that the database answers a set of similar records's IDs against each query. We introduce the probability of a certain private value given database responsesas as a privacy measure. We describe auditing with such a privacy measure as an enumeration problem and apply the efficient and accurate algorithm. The computational efficiency and the result of this auditing method is examined on the real world dataset. |
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Paper # | IBISML2013-46 |
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Committee | IBISML |
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Conference Date | 2013/11/5(1days) |
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Registration To | Information-Based Induction Sciences and Machine Learning (IBISML) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Query auditing for privacy preserving similarity search |
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1st Author's Name | Hiromi Arai |
1st Author's Affiliation | RIKEN Advanced Center for Computing and Communication() |
2nd Author's Name | Koji Tsuda |
2nd Author's Affiliation | Computational Biology Research Center National Institute of Advanced Industrial Science and Technology |
3rd Author's Name | Jun Sakuma |
3rd Author's Affiliation | Department of Computer Science, University of Tsukuba |
Date | 2013-11-12 |
Paper # | IBISML2013-46 |
Volume (vol) | vol.113 |
Number (no) | 286 |
Page | pp.pp.- |
#Pages | 7 |
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