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矩阵乘法中的防通信并行递归算法

Communication-Avoiding Parallel Recursive Algorithms for Matrix Multiplication
作者:Benjamin Lipshitz 作者单位:Electrical Engineering and Computer Sciences 加工时间:2013-11-07 信息来源:EECS 索取原文[91 页]
关键词:通信模式;矩阵乘法;递推算法;数字线性代数;分布式计算;
摘 要:Matrix multiplication is one of the most fundamental algorithmic problems in numerical linear algebra, distributed computing, scienti c computing, and high-performance computing. Parallelization of matrix multiplication has been extensively studied (e.g., [21, 12, 24, 2, 51, 39, 36, 23, 45, 61]). It has been addressed using many theoretical approaches, algorithmic tools, and software engineering methods in order to optimize performance and obtain faster and more ecient parallel algorithms and implementations. To design ecient parallel algorithms, it is necessary not only to load balance the computation, but also to minimize the time spent communicating between processors.
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