JASA Sep 08, 2026

Optimal Federated Learning for Nonparametric Regression with Heterogeneous Distributed Differential Privacy Constraints

Authors
T. Tony Cai Abhinav Chakraborty Lasse Vuursteen
Research Topics
Nonparametric Statistics Machine Learning
Paper Information
  • Journal:
    Journal of the American Statistical Association
  • DOI:
    10.1080/01621459.2026.2731119
  • Published:
    September 08, 2026
  • Added to Tracker:
    Sep 09, 2026
Author Details
T. Tony Cai
Author
Abhinav Chakraborty
Author
Lasse Vuursteen
Author
Research Topics & Keywords
Nonparametric Statistics
Research Area
Machine Learning
Research Area
Citation Information
APA Format
T. Tony Cai , Abhinav Chakraborty & Lasse Vuursteen (2026) . Optimal Federated Learning for Nonparametric Regression with Heterogeneous Distributed Differential Privacy Constraints. Journal of the American Statistical Association , 10.1080/01621459.2026.2731119.
BibTeX Format
@article{paper1651,
  title = { Optimal Federated Learning for Nonparametric Regression with Heterogeneous Distributed Differential Privacy Constraints },
  author = { T. Tony Cai and Abhinav Chakraborty and Lasse Vuursteen },
  journal = { Journal of the American Statistical Association },
  year = { 2026 },
  doi = { 10.1080/01621459.2026.2731119 },
  url = { https://doi.org/10.1080/01621459.2026.2731119 }
}