在线订单基算法及其对块Wiedemann算法的影响

Pascal Giorgi, R. Lebreton
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引用次数: 20

摘要

序基是多项式系数线性代数的基本工具。特别是,块Wiedemann方法现在能够处理大型稀疏矩阵问题,因为它们受益于快速的顺序基算法。然而,这种快速算法有两个实际的缺点:它们不是为早期终止而设计的,并且通常需要更多的输入知识。在本文中,我们提出了一种在线的排序基算法,该算法允许提前终止和最小的输入需求,同时保持排序的准最优复杂度。在块Wiedemann方法中使用该算法,使其实际性能提高了一个常数因子。
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Online order basis algorithm and its impact on the block Wiedemann algorithm
Order bases are a fundamental tool for linear algebra with polynomial coefficients. In particular, block Wiedemann methods are nowadays able to tackle large sparse matrix problems because they benefit from fast order basis algorithms. However, such fast algorithms suffer from two practical drawbacks: they are not designed for early termination and often require more knowledge on the input than necessary. In this paper, we propose an online algorithm for order basis which allows for both early termination and minimal input requirement while keeping quasi-optimal complexity in the order. Using this algorithm inside block Wiedemann methods leads to an improvement of their practical performance by a constant factor.
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