优化矩阵链乘法的一种启发式算法

ACM-SE 17 Pub Date : 1979-04-09 DOI:10.1145/503506.503511
Lionel E. Deimel, Tempe Ann Lampe
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引用次数: 0

摘要

矩阵乘法的结合律的一个结果是n个矩阵的乘积可以在(n-1)中计算!的方式。对乘法序列的不同选择可能导致所需的标量乘法的数量变化几个数量级。使用动态规划可以在O(n3)时间内找到关于标量乘法数量的最优排序。提出了一种启发式算法,在O(n2)时间内以最直接的方式找到最优或接近最优策略。对于允许对矩阵进行高级操作的语言,这个问题在解释或代码生成中很重要。
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A heuristic for optimizing the multiplication of matrix chains
A consequence of the associative property of matrix multiplication is that the product of n matrices can be calculated in (n-1)! ways. Different choices for the multiplication sequence can cause the numbers of scalar multiplications required to vary by several orders of magnitude. The optimal ordering with respect to number of scalar multiplications can be found in O(n3) time using dynamic programming. A heuristic is presented which finds an optimal or nearly optimal strategy in O(n2) time in its most straightforward implementation. The problem is important in interpretation or code generation for languages which allow high-level manipulation of matrices.
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