作为复杂性类别的实数存在论:简编

Marcus Schaefer, Jean Cardinal, Tillmann Miltzow
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引用次数: 0

摘要

我们研究了复杂性类$\exists \mathbb{R}$,它捕捉了决定实数存在论的复杂性。$exists/mathbb{R}$类起源于两个不同的传统,一个是基于实数计算的布鲁姆-舒布-斯马尔模型,另一个是在姆恩(Mn\"{e}v)和肖尔(Shor)关于面向matroids的实现空间的普遍性的研究之后产生的。多年来,$\exists \mathbb{R}$而不是NP被证明是衡量问题复杂性的正确方法的问题数量不断增加,尤其是在计算几何、图绘制、博弈论以及逻辑和代数的某些领域。$exists/mathbb{R}$也开始出现在机器学习、马尔可夫决策过程和概率推理中。我们的目标是为 $\exists \mathbb{R}$收集一份完整和困难问题的综合汇编,以及一长串开放问题。我们将在第三部分介绍这份汇编;第二部分将介绍汇编及其涉及的领域。第一部分向读者介绍了作为复杂性类别的有实数存在论,讨论了它的历史、动机和前景,以及一些技术方面的问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Existential Theory of the Reals as a Complexity Class: A Compendium
We survey the complexity class $\exists \mathbb{R}$, which captures the complexity of deciding the existential theory of the reals. The class $\exists \mathbb{R}$ has roots in two different traditions, one based on the Blum-Shub-Smale model of real computation, and the other following work by Mn\"{e}v and Shor on the universality of realization spaces of oriented matroids. Over the years the number of problems for which $\exists \mathbb{R}$ rather than NP has turned out to be the proper way of measuring their complexity has grown, particularly in the fields of computational geometry, graph drawing, game theory, and some areas in logic and algebra. $\exists \mathbb{R}$ has also started appearing in the context of machine learning, Markov decision processes, and probabilistic reasoning. We have aimed at collecting a comprehensive compendium of problems complete and hard for $\exists \mathbb{R}$, as well as a long list of open problems. The compendium is presented in the third part of our survey; a tour through the compendium and the areas it touches on makes up the second part. The first part introduces the reader to the existential theory of the reals as a complexity class, discussing its history, motivation and prospects as well as some technical aspects.
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