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Questions tagged [differential-privacy]

Questions about differential privacy, a measure and method for preserving privacy when querying statistical datasets.

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In a machine learning system, why use differentially private SGD if our input data is already perturbed by a DP mechanism?

I'm trying to implement my own version of a deep neural network with differential privacy to preserve the privacy of the parties involved in the training dataset. I'm using the method by Abadi et al. ...
Saam's user avatar
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Upper bound via standard manipulation in proof of semi-private learning

I have been reading a paper on private learning [1]. In the proof of lemma 3.3. they claim that $$ 2\left(\frac{2e n_\text{pub}}{d}\right)^{2d}e^{-\alpha n_\text{pub}/4} $$ is upper bounded by $\beta$ ...
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How can I anonymize/ de-identify clinical data present in tabular format

So I have been tasked to anonymize clinical data that..most of the time would be present in the form of tables. I've looked into algorithms like generalization,redaction,K-anonymity, l-diversity,t-...
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