Concepedia

Bounding User Contributions: A Bias-Variance Trade-off in Differential Privacy

Alex Kulesza, Andrés Muñoz Medina, Kareem Amin, Sergei Vassilvitskii

International Conference on Machine Learning · 2019 · 33 citations · 11 references

Concepts

ComputingComputer ScienceComputer SecurityPrivacy EngineeringData PrivacyData ProtectionDifferential PrivacyPrivacy-preserving AnalyticsDifferentially Private Deep LearningDifferentially Private Machine LearningPrivacy Tradeoffs

References

11

Statistical Learning Theory

Yuhai Wu, Vladimir Vapnik · Technometrics · 1999 · 27K citations

Computing, Computer Science, Machine Learning +12

Deep Learning with Differential Privacy

Martı́n Abadi, Andy Chu, Ian Goodfellow et al. · 2016 · 5.9K citations · Full text

Computing, Computer Science, Data Ethics +14

The MovieLens Datasets

F. Maxwell Harper, Joseph A. Konstan · ACM Transactions on Interactive Intelligent Systems · 2015 · 3.8K citations

Computing, Computer Science, Data Science +14

Smooth sensitivity and sampling in private data analysis

Kobbi Nissim, Sofya Raskhodnikova, Adam Smith · 2007 · 1K citations

Computing, Computer Science, Data Science +13

Differentially Private Empirical Risk Minimization.

Kamalika Chaudhuri, Claire Monteleoni, Anand D. Sarwate · PubMed · 2011 · 865 citations · Full text

Computing, Computer Science, Data Mining +16