FakeDB: Generating Fake Synthetic Databases

Health care providers may wish to share limited information with researchers. Manufacturing companies may want to share some but not all data with regulators or partners. Since the emergence of generative adversarial networks (GANs), efforts have been made to generate synthetic data that preserves s...

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Published in:	IEEE transactions on dependable and secure computing 2024-11, Vol.21 (6), p.5553-5564
Main Authors:	Gao, Chongyang, Jajodia, Sushil, Pugliese, Andrea, Subrahmanian, V. S.
Format:	Article
Language:	English
Subjects:	and protection <named-content xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" content-type="math" xlink:type="simple"> <inline-formula> <tex-math notation="LaTeX"> < </tex-math> </inline-formula> <mml:math> <mml:mo><</mml:mo> </mml:math> <inline-graphic xlink:href="subrahmanian-ieq7-3379434.gif" xlink:type="simple"/> </named-content> H.2.0 general <named-content xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" content-type="math" xlink:type="simple"> <inline-formula> <tex-math notation="LaTeX"> < </tex-math> <mml:math> <mml:mo><</mml:mo> </mml:math> <inline-graphic xlink:href="subrahmanian-ieq8-3379434.gif" xlink:type="simple"/> </inline-formula> </named-content> H.2 database management <named-content xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" content-type="math" xlink:type="simple"> <inline-formula> <tex-math notation="LaTeX"> < </tex-math> <mml:math> <mml:mo><</mml:mo> </mml:math> <inline-graphic xlink:href="subrahmanian-ieq9-3379434.gif" xlink:type="simple"/> </inline-formula> </named-content> H information technology and systems Cryptography Generators H.2.0.a security H.2.4.i relational databases <named-content xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" content-type="math" xlink:type="simple"> <inline-formula> <tex-math notation="LaTeX"> < </tex-math> </inline-formula> <mml:math> <mml:mo><</mml:mo> </mml:math> <inline-graphic xlink:href="subrahmanian-ieq10-3379434.gif" xlink:type="simple"/> </named-content> H.2.4 systems <named-content xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" content-type="math" xlink:type="simple"> <inline-formula> <tex-math notation="LaTeX"> < </tex-math> <mml:math> <mml:mo><</mml:mo> </mml:math> <inline-graphic xlink:href="subrahmanian-ieq11-3379434.gif" xlink:type="simple"/> </inline-formula> </named-content> H.2 database management <named-content xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" content-type="math" xlink:type="simple"> <inline-formula> <tex-math notation="LaTeX"> < </tex-math> <mml:math> <mml:mo><</mml:mo> </mml:math> <inline-graphic xlink:href="subrahmanian-ieq12-3379434.gif" xlink:type="simple"/> </inline-formula> </named-content> H information technology and systems integrity Interviews Relational databases Semantics Standards organizations Synthetic data
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