NP完全问题的分类及其对偶特征

Wenhong Tian
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引用次数: 3

摘要

NP完全问题(简称NPC)是计算机科学和其他相关领域中最难的问题之一,它是决定P是否=NP的关键问题。几十年来,NPC问题一直被视为一类问题。观察NPC问题具有不同的性质,它们不可能具有相同的复杂性。我们的深入研究表明,NPC问题在计算复杂度上并不都是相等的,它们可以进一步分类。然后,我们证明了NPC问题的分类可能取决于它们的性质、约简方法、精确算法以及P和NP之间的边界。并提供了一个新的视角:P问题和NPC问题在算法的渐近效率的计算复杂度方面都具有对偶性。我们还讨论了现实生活中的NPC问题,并提出了一些解决NPC问题的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On the Classification of NP Complete Problems and Their Duality Feature
NP Complete (abbreviated as NPC) problems, standing at the crux of deciding whether P=NP, are among hardest problems in computer science and other related areas. Through decades, NPC problems are treated as one class. Observing that NPC problems have different natures, it is unlikely that they will have the same complexity. Our intensive study shows that NPC problems are not all equivalent in computational complexity, and they can be further classified. We then show that the classification of NPC problems may depend on their natures, reduction methods, exact algorithms, and the boundary between P and NP. And a new perspective is provided: both P problems and NPC problems have the duality feature in terms of computational complexity of asymptotic efficiency of algorithms. We also discuss about the NPC problems in real-life and shine some lights on finding better solutions to NPC problems.
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