Articles with "variable perturbation" as a keyword



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Dynamic Differential Privacy for ADMM-Based Distributed Classification Learning

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Published in 2017 at "IEEE Transactions on Information Forensics and Security"

DOI: 10.1109/tifs.2016.2607691

Abstract: Privacy-preserving distributed machine learning becomes increasingly important due to the recent rapid growth of data. This paper focuses on a class of regularized empirical risk minimization machine learning problems, and develops two methods to provide… read more here.

Keywords: differential privacy; dynamic differential; variable perturbation; admm based ... See more keywords