Accelerated Newton Iteration for Roots of Black Box Polynomials

Anand Louis, S. Vempala
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引用次数: 8

Abstract

We study the problem of computing the largest root of a real rooted polynomial p(x) to within error 'z' given only black box access to it, i.e., for any x, the algorithm can query an oracle for the value of p(x), but the algorithm is not allowed access to the coefficients of p(x). A folklore result for this problem is that the largest root of a polynomial can be computed in O(n log (1/z)) polynomial queries using the Newton iteration. We give a simple algorithm that queries the oracle at only O(log n log(1/z)) points, where n is the degree of the polynomial. Our algorithm is based on a novel approach for accelerating the Newton method by using higher derivatives.
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黑箱多项式根的加速牛顿迭代
我们研究了在给定黑盒访问权限的情况下,计算实根多项式p(x)在误差'z'内的最大根的问题,即对于任意x,算法可以查询到p(x)的值,但算法不允许访问p(x)的系数。这个问题的一个普遍结果是,多项式的最大根可以在使用牛顿迭代的O(n log (1/z))个多项式查询中计算出来。我们给出了一个简单的算法,它只在O(log n log(1/z))个点上查询oracle,其中n是多项式的次数。我们的算法是基于一种新颖的方法,通过使用高导数加速牛顿法。
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