On the Optimality of Averaging in Distributed Statistical Learning

10 July 2014

Papers citing "On the Optimality of Averaging in Distributed Statistical Learning"

15 / 15 papers shown

Title
Copula Approximate Bayesian Computation Using Distribution Random Forests G. Karabatsos 42 1 0 28 Feb 2024
A review of distributed statistical inference Yuan Gao Weidong Liu Hansheng Wang Xiaozhou Wang Yibo Yan Riquan Zhang 16 42 0 13 Apr 2023
Distributed Sparse Linear Regression under Communication Constraints R. Fonseca B. Nadler FedML 19 2 0 09 Jan 2023
Communication-efficient Distributed Newton-like Optimization with Gradients and M-estimators Ziyan Yin 32 0 0 13 Jul 2022
Distributed Sparse Regression via Penalization Yao Ji G. Scutari Ying Sun Harsha Honnappa 22 5 0 12 Nov 2021
Federated Composite Optimization Honglin Yuan Manzil Zaheer Sashank J. Reddi FedML 32 58 0 17 Nov 2020
Distributed function estimation: adaptation using minimal communication Botond Szabó Harry Van Zanten 27 13 0 28 Mar 2020
Is Local SGD Better than Minibatch SGD? Blake E. Woodworth Kumar Kshitij Patel Sebastian U. Stich Zhen Dai Brian Bullins H. B. McMahan Ohad Shamir Nathan Srebro FedML 34 253 0 18 Feb 2020
Communication-Efficient Accurate Statistical Estimation Jianqing Fan Yongyi Guo Kaizheng Wang 19 110 0 12 Jun 2019
Effective Parallelisation for Machine Learning Michael Kamp Mario Boley Olana Missura Thomas Gärtner 11 12 0 08 Oct 2018
Parallelizing Stochastic Gradient Descent for Least Squares Regression: mini-batching, averaging, and model misspecification Prateek Jain Sham Kakade Rahul Kidambi Praneeth Netrapalli Aaron Sidford MoMe 21 36 0 12 Oct 2016
Bootstrap Model Aggregation for Distributed Statistical Learning J. Han Qiang Liu FedML 18 9 0 04 Jul 2016
Efficient Distributed Learning with Sparsity Jialei Wang Mladen Kolar Nathan Srebro Tong Zhang FedML 24 151 0 25 May 2016
A Distributed One-Step Estimator Cheng Huang X. Huo FedML 16 80 0 04 Nov 2015
Communication-efficient sparse regression: a one-shot approach J. Lee Yuekai Sun Qiang Liu Jonathan E. Taylor 43 65 0 14 Mar 2015