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PSRA-HGADMM: A Communication Efficient Distributed ADMM Algorithm
Among distributed machine learning algorithms, the global consensus alternating direction method of multipliers (ADMM) has attracted …
Yongwen Qiu, Yongmei Lei, Guozheng Wang
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PSRA-HGADMM: A Communication Efficient Distributed ADMM Algorithm
Distributed ADMM Based on Sparse Computation and Allreduce Communication
The distributed alternating direction method of mul-tipliers (ADMM) is an effective algorithm to solve large-scale op-timization …
Zeyu Zhang, Yongmei Lei, Dongxia Wang, Guozheng Wang
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Distributed ADMM Based on Sparse Computation and Allreduce Communication
An efficient hybrid MPI/OpenMP parallelization of the asynchronous ADMM algorithm
Alternating direction method of multipliers (ADMM) is an efficient algorithm to solve large-scale machine learning problems in a …
Qinnan Qiu, Yongmei Lei, Dongxia Wang, Guozheng Wang
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An efficient hybrid MPI/OpenMP parallelization of the asynchronous ADMM algorithm
Gr-admm: A communication efficient algorithm based on admm
In recent work, the decentralized algorithm has received more attention. In the centralized network, the worker nodes need to …
Xin Huang, Guozheng Wang, Yongmei Lei
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Gr-admm: A communication efficient algorithm based on admm
HSAC-ALADMM: an asynchronous lazy ADMM algorithm based on hierarchical sparse allreduce communication
The distributed alternating direction method of multipliers (ADMM) is an effective algorithm for solving large-scale optimization …
Dongxia Wang, Yongmei Lei, Jinyang Xie, Guozheng Wang
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HSAC-ALADMM: an asynchronous lazy ADMM algorithm based on hierarchical sparse allreduce communication