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Rachel Cummings

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"Having Confidence in My Confidence Intervals": How Data Users Engage with Privacy-Protected...Trust in Decentralized Systems 20262026-03-16
Compares Wikipedia pageview releases produced with rounding vs differential privacy, builds dataset documentation refined with five privacy-communication…
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Differentially Private Change-Point DetectionPrivacy and the Science of Data Analysis 20192019-04-08
Provides private algorithms for offline and online single and multiple change point detection that match nonprivate accuracy up to constants and add a privacy…
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Statistical Inference and Privacy, Part IIIData Privacy: Foundations and Applications Boot Camp2019-01-28
Three concrete recipes for differentially private synthetic data: smallDB enumerates all databases of size ~O(log|F|/α^2) and samples via the exponential…
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