Private Text Classification

June 19, 2018 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Leif W. Hanlen, Richard Nock, Hanna Suominen, Neil Bacon arXiv ID 1806.06998 Category cs.CL: Computation & Language Cross-listed cs.CR, cs.IR Citations 0 Venue arXiv.org Last Checked 6 months ago
Abstract
Confidential text corpora exist in many forms, but do not allow arbitrary sharing. We explore how to use such private corpora using privacy preserving text analytics. We construct typical text processing applications using appropriate privacy preservation techniques (including homomorphic encryption, Rademacher operators and secure computation). We set out the preliminary materials from Rademacher operators for binary classifiers, and then construct basic text processing approaches to match those binary classifiers.
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