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Amir Daneshmand
Amir Daneshmand
Verifierad e-postadress på purdue.edu - Startsida
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Hybrid random/deterministic parallel algorithms for convex and nonconvex big data optimization
A Daneshmand, F Facchinei, V Kungurtsev, G Scutari
IEEE Transactions on Signal Processing 63 (15), 3914-3929, 2015
762015
Distributed Optimization Based on Gradient Tracking Revisited: Enhancing Convergence Rate via Surrogation
Y Sun, A Daneshmand, G Scutari
SIAM Journal on Optimization 32 (2), 354-385, 2022
712022
Second-order guarantees of distributed gradient algorithms
A Daneshmand, G Scutari, V Kungurtsev
SIAM Journal on Optimization 30 (4), 3029-3068, 2020
622020
Convergence rate of distributed optimization algorithms based on gradient tracking
Y Sun, A Daneshmand, G Scutari
arXiv preprint arXiv:1905.02637, 2019
612019
An accelerated second-order method for distributed stochastic optimization
A Agafonov, P Dvurechensky, G Scutari, A Gasnikov, D Kamzolov, ...
2021 60th IEEE Conference on Decision and Control (CDC), 2407-2413, 2021
182021
Newton Method over Networks is Fast up to the Statistical Precision
A Daneshmand, G Scutari, P Dvurechensky, A Gasnikov
Proceedings of the 38th International Conference on Machine Learning (ICML …, 2021
182021
Second-order guarantees of gradient algorithms over networks
A Daneshmand, G Scutari, V Kungurtsev
2018 56th Annual Allerton Conference on Communication, Control, and …, 2018
152018
Decentralized dictionary learning over time-varying digraphs
A Daneshmand, Y Sun, G Scutari, F Facchinei, BM Sadler
Journal of machine learning research 20 (139), 1-62, 2019
112019
Distributed Dictionary Learning
A Daneshmand, G Scutari, F Facchinei
2016 50th Asilomar Conference on Signals, Systems and Computers (ICASSP 2016 …, 2016
92016
Convergence rate of distributed convex and nonconvex optimization methods with gradient tracking
A Daneshmand, Y Sun, G Scutari
Purdue University, West Lafayette, IN, USA, 2018
72018
Flexible selective parallel algorithms for big data optimization
A Daneshmand, F Facchinei, V Kungurtsev, G Scutari
2014 48th Asilomar Conference on Signals, Systems and Computers (ICASSP 2014 …, 2014
62014
D2l: Decentralized dictionary learning over dynamic networks
A Daneshmand, Y Sun, G Scutari, F Facchinei
2017 IEEE international conference on acoustics, speech and signal …, 2017
52017
Distributed Optimization Based on Gradient Tracking Revisited: Enhancing Convergence Rate via Surrogation
Y Sun, G Scutari, A Daneshmand
SIAM Journal on Optimization 32 (2), 354-385, 2022
2022
Distributed Optimization Based on Gradient Tracking Revisited: Enhancing Convergence Rate via Surrogation
Y Sun, G Scutari, A Daneshmand
SIAM Journal on Optimization 32 (2), 354-385, 2022
2022
PARALLEL AND DECENTRALIZED ALGORITHMS FOR BIG-DATA OPTIMIZATION OVER NETWORKS
A Daneshmand
Purdue University, 2021
2021
Distributed optimization based on gradient-tracking revisited: Enhancing convergence rate via surrogation
Y Sun, A Daneshmand, G Scutari
arXiv preprint arXiv:1905.02637, 2019
2019
DIMACS Workshop on Distributed Optimization, Information Processing, and Learning
MA Chang, A Daneshmand, M Eisen, S Gade, K Gatsis, D Hajinezhad, ...
MAb-1: Learning and Optimization for Big Data
A Daneshmand, F Facchinei
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Artiklar 1–18