In this article we consider certain well-known polynomials associated with graphs including the independence polynomial and the chromatic polynomial. These polynomials count certain objects in graphs: independent sets in the case of the independence polynomial and proper colourings in the case of the chromatic polynomial. They also have interpretations as partition functions in statistical physics. The algorithmic problem of (approximately) computing these types of polynomials has been studied for close to 50 years, especially using Markov chain techniques. Around eight years ago, Barvinok devised a new algorithmic approach based on Taylor's theorem for computing the permanent of certain matrices, and the approach has been applied to various graph polynomials since then. This article is intended as a gentle introduction to the approach as well as a partial survey of associated techniques and results.
翻译:在本篇文章中,我们考虑了与图表相关的某些众所周知的多元数字,包括独立多面体和染色多面体。这些多面体在图表中计数某些对象:独立多面体和染色体中独立多面体和适当颜色组。它们也作为统计物理学中的分割函数而进行解释。计算这些类型的多面体的算法问题已经研究了近50年,特别是利用Markov 链技术。大约八年前,Barvinok根据泰勒的理论设计了一种新的算法方法,用于计算某些矩阵的永久值,自那以后,该方法已应用于各种图形多面体。这一条旨在对这种方法进行温和的介绍,并对相关技术和结果进行部分调查。