Review Articles

Discussion on ‘A review of distributed statistical inference’

Yang Yu ,

Department of Statistics, Purdue University, West Lafayette, IN, USA

Guang Cheng

Department of Statistics, Purdue University, West Lafayette, IN, USA

chengg@purdue.edu

Pages 102-103 | Received 22 Nov. 2021, Accepted 08 Dec. 2021, Published online: 04 Feb. 2022,
  • Abstract
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References

  • Chen, X., Liu, W., & Zhang, Y. (2021). First-order newton-type estimator for distributed estimation and inference. Journal of the American Statistical Association, 1–17. https://doi.org/10.1080/01621459.2021.1891925
  • Jordan, M. I., Lee, J. D., & Yang, Y. (2018). Communication-efficient distributed statistical inference. Journal of the American Statistical Association114(526), 668–681. https://doi.org/10.1080/01621459.2018.1429274 
  • Kleiner, A., Talwalkar, A., Sarkar, P., & Jordan, M. I. (2014). A scalable bootstrap for massive data. Journal of the Royal Statistical Society: Series B (Statistical Methodology)76(4), 795–816. https://doi.org/10.1111/rssb.2014.76.issue-4
  • Sengupta, S., Volgushev, S., & Shao, X. (2016). A subsampled double bootstrap for massive data. Journal of the American Statistical Association111(515), 1222–1232. https://doi.org/10.1080/01621459.2015.1080709 
  • S. Van de Geer, Bühlmann, P., Ritov, Y., & Dezeure, R. (2014). On asymptotically optimal confidence regions and tests for high-dimensional models. The Annals of Statistics42(3), 1166–1202. https://doi.org/10.1214/14-AOS1221
  • Yu, Y., Chao, S.-K., & Cheng, G. (2020). Simultaneous inference for massive data: Distributed bootstrap. International Conference on Machine Learning, PMLR (pp. 10892–10901). 
  • Yu, Y., Chao, S.-K., & Cheng, G. (2021). Distributed bootstrap for simultaneous inference under high dimensionality. Preprint. arXiv:2102.10080 
  • Zhang, X., & Cheng, G. (2017). Simultaneous inference for high-dimensional linear models. Journal of the American Statistical Association112(518), 757–768. https://doi.org/10.1080/01621459.2016.1166114

To cite this article: Yang Yu & Guang Cheng (2022): Discussion on ‘A review of distributed statistical inference’, Statistical Theory and Related Fields, DOI: 10.1080/24754269.2022.2030107

To link to this article: https://doi.org/10.1080/24754269.2022.2030107