The right complexity measure in locally private estimation: It is not the Fisher information
Work
Year: 2024
Type: article
Abstract: We identify fundamental tradeoffs between statistical utility and privacy under local models of privacy in which data is kept private even from the statistician, providing instance-specific bounds for... more
Source: The Annals of Statistics
Authors John C. Duchi, Feng Ruan
Institutions Stanford University, Science North
Cites: 59
Cited by: 29
Related to: 10
FWCI: 2.311
Citation percentile (by year/subfield): 79.52
Subfield: Artificial Intelligence
Field: Computer Science
Domain: Physical Sciences
Sustainable Development Goal Peace, justice, and strong institutions
Open Access status: green