Beyond Differential Privacy: Synthetic Micro-Data Generation with Deep Generative Neural Networks

Recent advances in generative modeling, based on large scale deep neural networks, provide a novel approach for sharing individual-level datasets (micro-data) without privacy concerns. Unlike differential privacy, which enforces a specific query mechanism on data to ensure privacy, generative models...

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Bibliographic Details
Main Authors: Mendelevitch, Ofer (Author), Lesh, Michael D. (Author)
Format: Ebooks
Published: IntechOpen, 2020-09-09.
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3rd Floor Main Library

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Call Number: A1234.567
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