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.
no code implementations • 30 Apr 2021 • Junru Chen, Shiqing Geng, Yongluan Yan, Danyang Huang, Hao liu, Yadong Li
Vehicle Re-identification aims to identify a specific vehicle across time and camera view.
no code implementations • 26 Feb 2021 • Danyang Huang, Kurt Schab, Joseph Dusenbury, Brandon Sluss, Jacob Adams
A detailed circuit model for a direct antenna modulation system is used to identify the origin of the oscillations and to justify the selection of the DC source.
1 code implementation • 7 Apr 2020 • Yingqiu Zhu, Yu Chen, Danyang Huang, Bo Zhang, Hansheng Wang
In each update step, given the gradient direction, we locally approximate the loss function by a standard quadratic function of the learning rate.