no code implementations • 17 Mar 2024 • Xuetong Li, Yuan Gao, Hong Chang, Danyang Huang, Yingying Ma, Rui Pan, Haobo Qi, Feifei Wang, Shuyuan Wu, Ke Xu, Jing Zhou, Xuening Zhu, Yingqiu Zhu, Hansheng Wang
A huge amount of statistical methods for massive data computation have been rapidly developed in the past decades.
no code implementations • 7 Jun 2023 • Shuyuan Wu, Danyang Huang, Hansheng Wang
This considerably reduces the computation and communication complexity of the proposed method.
no code implementations • 6 May 2022 • Shuyuan Wu, Danyang Huang, Hansheng Wang
The resulting NGD estimator can be statistically as efficient as the global estimator, if the learning rate is sufficiently small and the network structure is well balanced, even if the data are distributed heterogeneously.