Data Minimization

Data Minimization is a foundational privacy principle that requires the collection, processing, and retention of personal data to be strictly limited to the minimum extent necessary for the specified legitimate purpose.

344

Publications

25.3K

Citations

843

Authors

380

Institutions

Publications per year

2017–2026

154

Parents

Privacy Engineering

Children

AnonymizationConsent-based Data CollectionContextual Data LimitationData Collection LimitationData Minimization MetricsData RedactionData Retention LimitationData SuppressionDe-identificationFederated Analytics

Publications

344

Enhancing Sparsity by Reweighted ℓ 1 Minimization

Emmanuel J. Candès, Michael B. Wakin, Stephen Boyd · Journal of Fourier Analysis and Applications · 2008 · 4.9K citations

Natural Sciences, Mathematics, Optimization +6

Advances and Open Problems in Federated Learning

Peter Kairouz, H. Brendan McMahan, Brendan Avent et al. · Foundations and Trends® in Machine Learning · 2020 · 4.7K citations · Full text

Computing, Computer Science, Data Science +14

Local Privacy and Statistical Minimax Rates

John C. Duchi, Michael I. Jordan, Martin J. Wainwright · 2013 · 990 citations

Natural Sciences, Mathematics, Information Theory +15

On the hardness of approximating minimization problems

Carsten Lund, Mihalis Yannakakis · Journal of the ACM · 1994 · 890 citations · Full text

Computing, Computer Science, Algorithms +5

A terminology for talking about privacy by data minimization: Anonymity, Unlinkability, Undetectability, Unobservability, Pseudonymity, and Identity Management

Andreas Pfitzmann, Marit Hansen · 2010 · 676 citations

Computing, Computer Science, Cybersecurity +14

1–5 of 344

Authors

843

JC
John C. Duchi
Stanford University, United States
9 publications · 1.6K citations
9
h-index
MJ
Martin J. Wainwright
University of California, Berkeley, United States
8 publications · 1.6K citations
8
h-index
MI
Michael I. Jordan
University of California, Berkeley, United States
7 publications · 1.6K citations
7
h-index
LS
Lalitha Sankar
Arizona State University, United States
5 publications · 121 citations
5
h-index
KT
Kunal Talwar
Microsoft (United States), United States
5 publications · 281 citations
5
h-index

1–5 of 843

Institutions

380

1–8 of 380

Venues

arXiv (Cornell University)
Repository · 30 publications · 1.4K citations
18
h-index
IEEE Transactions on Information Forensics and Security
9 publications · 603 citations
8
h-index
International Conference on Machine Learning
Conference · 7 publications · 166 citations
7
h-index
IEEE Transactions on Signal Processing
7 publications · 509 citations
7
h-index
Journal of Optimization Theory and Applications
6 publications · 571 citations
6
h-index

1–5