A polynomial algorithm for some instances of NP-complete problems

Marius Costandin, B. Gavrea
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Abstract

In this paper, given a fixed reference point and a fixed intersection of finitely many equal radii balls, we consider the problem of finding a point in the said set which is the most distant, under Euclidean distance, to the said reference point. This proble is NP-complete in the general setting. We give sufficient conditions for the existence of an algorithm of polynomial complexity which can solve the problem, in a particular setting. Our algorithm requires that any point in the said intersection to be no closer to the given reference point than the radius of the intersecting balls. Checking this requirement is a convex optimization problem hence one can decide if running the proposed algorithm enjoys the presented theoretical guarantees. We also consider the problem where a fixed initial reference point and a fixed polytope are given and we want to find the farthest point in the polytope to the given reference point. For this problem we give sufficient conditions in which the solution can be found by solving a linear program. Both these problems are known to be NP-complete in the general setup, i.e. the existence of an algorithm which solves any of the above problems without restrictions on the given reference point and search set is undecided so far. Mathematics Subject Classification (2010): 90-08. Received 21 December 2021; Accepted 01 August 2023
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NP-complete 问题某些实例的多项式算法
在本文中,给定一个固定的参考点和有限多个半径相等的球的固定交集,我们考虑的问题是在上述集合中找到一个与上述参考点欧几里得距离最远的点。这个问题在一般情况下是 NP-完全的。我们给出了在特定情况下存在一种多项式复杂度算法的充分条件,这种算法可以解决这个问题。我们的算法要求上述交点中的任何一点与给定参考点的距离不得小于相交球的半径。检查这一要求是一个凸优化问题,因此我们可以判断运行所提出的算法是否能获得所提出的理论保证。我们还考虑了这样一个问题,即给定了一个固定的初始参考点和一个固定的多面体,我们希望在多面体中找到离给定参考点最远的点。对于这个问题,我们给出了充分条件,在这些条件下,可以通过求解线性程序找到解。已知这两个问题在一般情况下都是 NP-完备的,也就是说,到目前为止,还没有确定是否存在一种算法,可以在不限制给定参考点和搜索集的情况下解决上述任何问题:90-08.2021年12月21日收到;2023年8月1日接受
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