An Accelerated Second-Order Method for Distributed Stochastic Optimization

Author:

Agafonov Artem1,Dvurechensky Pavel2,Scutari Gesualdo3,Gasnikov Alexander4,Kamzolov Dmitry1,Lukashevich Aleksandr5,Daneshmand Amir3

Affiliation:

1. Moscow Institute of Physics and Technology,Russia

2. Weierstrass Institute for Applied Analysis and Stochastics,Germany

3. Purdue University,School of Industrial Engineering,USA

4. Institute for Information Transmission Problems RAS, HSE University,Moscow Institute of Physics and Technology,Russian Federation

5. Skolkovo Institute of Science and Technology,Russia

Funder

Ministry of Science and Higher Education of the Russian Federation

Publisher

IEEE

Reference45 articles.

1. Cubic regularization of Newton method and its global performance

2. Optimal complexity and certification of bregman first-order methods;dragomir,2019

3. Statistically preconditioned accelerated gradient method for distributed optimization;hendrikx;Proceedings of the 37th International Conference on Machine Learning,2020

4. On convergence of distributed approximate newton methods: Globalization, sharper bounds and beyond;yuan;Journal of Machine Learning Research,2020

5. Aide: Fast and communication efficient distributed optimization;reddi,2016

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