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数值张量代数的证实有效算法

Provably Efficient Algorithms for Numerical Tensor Algebra

作者:Edgar Solomonik 作者单位:EECS Department, University of California, Berkeley 加工时间:2015-03-29 信息来源:EECS 索取原文[249 页]
关键词:张量代数;并行化算法;松弛算法
摘 要:This thesis targets the design of parallelizable algorithms and communication-efficient parallel schedules for numerical linear algebra as well as computations with higher-order tensors. We model the costs associated with local computation, communication, and synchronization. We introduce a new technique for deriving lower bounds on tradeoffs between these costs and apply them to algorithms in both dense and sparse linear algebra as well as graph algorithms.
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