research | Lasse Vuursteen

Working papers

Optimal private functional mean estimation (working title) – T. Tony Cai, Abhinav Chakraborty and Lasse Vuursteen
The cost of adaptation under differential privacy (working title) – T. Tony Cai, Abhinav Chakraborty and Lasse Vuursteen
A debiased semiparametric Bernstein von Mises theorem for linear regression – Ismael Castillo, Stephanié van der Pas, Kolyan Ray, and Aad van der Vaart, Lasse Vuursteen
A Bayesian approach to multi-view Learning – Lasse Vuursteen, Timo van der Poel, Wouter van Loon, Botond Szabo, Marjolein Fokkema, Mark de Rooij

Under review

Optimal federated learning for nonparametric regression with ongoing heterogenous distributed differential privacy constraints – T. Tony Cai, Abhinav Chakraborty and Lasse Vuursteen
Federated Nonparametric Hypothesis Testing with Differential Privacy Constraints: Optimal Rates and Adaptive Tests – T. Tony Cai, Abhinav Chakraborty and Lasse Vuursteen

Published

2024

NeuRIPS

Optimal Private and Communication Constraint Distributed Goodness-of-Fit Testing for Discrete Distributions in the Large Sample Regime

Lasse Vuursteen

To appear in Thirty-seventh Conference on Neural Information Processing Systems, 2024

2023

NeuRIPS

Optimal testing using combined test statistics across independent studies

Botond Szabó, Aad van der Vaart, Lasse Vuursteen, and 1 more author

In Thirty-sixth Conference on Neural Information Processing Systems, 2023

Bib

@inproceedings{vuursteen2023optimal,
  title = {Optimal testing using combined test statistics across independent studies},
  author = {Szab{\'o}, Botond and Vaart, Aad van der and Vuursteen, Lasse and Zanten, Harry van},
  booktitle = {Thirty-sixth Conference on Neural Information Processing Systems},
  year = {2023},
  url = {https://openreview.net/forum?id=ZcuFDaMTYw}
}

AoS

Optimal high-dimensional and nonparametric distributed testing under communication constraints

Botond Szabó, Lasse Vuursteen, and Harry van Zanten

The Annals of Statistics, 2023

DOI Bib Website

@article{szabo2023optimal,
  author = {Szab{\'o}, Botond and Vuursteen, Lasse and Zanten, Harry van},
  title = {{Optimal high-dimensional and nonparametric distributed testing under communication constraints}},
  volume = {51},
  journal = {The Annals of Statistics},
  number = {3},
  publisher = {Institute of Mathematical Statistics},
  pages = {909 -- 934},
  keywords = {Distributed methods, Hypothesis testing, minimax optimal, nonparametric},
  year = {2023},
  doi = {10.1214/23-AOS2269},
  url = {https://doi.org/10.1214/23-AOS2269}
}

2022

IEEE

Optimal Distributed Composite Testing in High-dimensional Gaussian Models with 1-bit Communication

Botond Szabó, Lasse Vuursteen, and Harry van Zanten

IEEE Transactions on Information Theory, 2022

DOI Bib Website

@article{szabo2022optimal,
  title = {Optimal Distributed Composite Testing in High-dimensional Gaussian Models with 1-bit Communication},
  author = {Szab{\'o}, Botond and Vuursteen, Lasse and Zanten, Harry van},
  journal = {IEEE Transactions on Information Theory},
  url = {https://ieeexplore.ieee.org/document/9709332},
  year = {2022},
  volume = {68},
  number = {6},
  pages = {4070-4084},
  doi = {10.1109/TIT.2022.3150599},
  publisher = {IEEE}
}