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cs.LG2021
Differentially Private Ensemble Classifiers for Data Streams
Lovedeep Gondara, Ke Wang, Ricardo Silva Carvalho
Learning from continuous data streams via classification/regression is prevalent in many domains. Adapting to evolving data characteristics (concept drift) while protecting data ow…
cs.LG2020★ 4 cited
The Differentially Private Lottery Ticket Mechanism
Lovedeep Gondara, Ke Wang, Ricardo Silva Carvalho
We propose the differentially private lottery ticket mechanism (DPLTM). An end-to-end differentially private training paradigm based on the lottery ticket hypothesis. Using "high-q…