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In this paper we give a fully polynomial randomized approximation scheme (FPRAS) for the number of all matchings in hypergraphs belonging to a class of sparse, uniform hypergraphs. Our method is based on a generalization of the canonical…

数据结构与算法 · 计算机科学 2012-04-06 Marek Karpinski , Andrzej Rucinski , Edyta Szymanska

The approximate uniform sampling of graphs with a given degree sequence is a well-known, extensively studied problem in theoretical computer science and has significant applications, e.g., in the analysis of social networks. In this work we…

离散数学 · 计算机科学 2023-01-05 Georgios Amanatidis , Pieter Kleer

We give a randomized algorithm that approximates the number of independent sets in a dense, regular bipartite graph -- in the language of approximate counting, we give an FPRAS for #BIS on the class of dense, regular bipartite graphs.…

数据结构与算法 · 计算机科学 2023-07-20 Charlie Carlson , Ewan Davies , Alexandra Kolla , Aditya Potukuchi

We achieve a quantum speed-up of fully polynomial randomized approximation schemes (FPRAS) for estimating partition functions that combine simulated annealing with the Monte-Carlo Markov Chain method and use non-adaptive cooling schedules.…

量子物理 · 物理学 2013-06-12 Pawel Wocjan , Chen-Fu Chiang , Anura Abeyesinghe , Daniel Nagaj

We give a fully polynomial randomized approximation scheme to compute a lower bound for the matching polynomial of any weighted graph at a positive argument. For the matching polynomial of complete bipartite graphs with bounded weights…

计算复杂性 · 计算机科学 2007-05-23 Shmuel Friedland

We (claim to) prove the extremely surprising fact that NP=RP. It is achieved by creating a Fully Polynomial-Time Randomized Approximation Scheme (FPRAS) for approximately counting the number of independent sets in bounded degree graphs,…

计算复杂性 · 计算机科学 2020-08-06 András Faragó

In this paper we give a fully polynomial randomized approximation scheme (FPRAS) for the number of matchings in k-uniform hypergraphs whose intersection graphs contain few claws. Our method gives a generalization of the canonical path…

数据结构与算法 · 计算机科学 2012-04-25 Marek Karpinski , Andrzej Rucinski , Edyta Szymanska

Counting perfect matchings has played a central role in the theory of counting problems. The permanent, corresponding to bipartite graphs, was shown to be #P-complete to compute exactly by Valiant (1979), and a fully polynomial randomized…

数据结构与算法 · 计算机科学 2017-12-21 Daniel Štefankovič , Eric Vigoda , John Wilmes

We investigate the computational difficulty of approximating the partition function of the ferromagnetic Ising model on a regular matroid. Jerrum and Sinclair have shown that there is a fully polynomial randomised approximation scheme…

计算复杂性 · 计算机科学 2013-08-01 Leslie Ann Goldberg , Mark Jerrum

We provide dual algorithms for sampling the space of abstract simplicial complexes on a fixed number of vertices. We develop a generative and descriptive sampler designed with heuristics to help balance the combinatorial multiplicities of…

统计计算 · 统计学 2018-07-03 John Lombard

In this thesis we develop FPTASs for the counting problems of m-tuples, contingency tables with two rows, and 0/1 knapsack. For the problem of counting m-tuples, we design two algorithms, one is strongly polynomial. As far as we know, these…

数据结构与算法 · 计算机科学 2016-11-04 Tzvi Alon

In a seminal paper (Weitz, 2006), Weitz gave a deterministic fully polynomial approximation scheme for count- ing exponentially weighted independent sets (equivalently, approximating the partition function of the hard-core model from…

离散数学 · 计算机科学 2015-03-19 Alistair Sinclair , Piyush Srivastava , Marc Thurley

Graded posets frequently arise throughout combinatorics, where it is natural to try to count the number of elements of a fixed rank. These counting problems are often $\#\textbf{P}$-complete, so we consider approximation algorithms for…

数据结构与算法 · 计算机科学 2023-04-11 Prateek Bhakta , Ben Cousins , Matthew Fahrbach , Dana Randall

In this paper we introduce a new model of random spanning trees that we call choice spanning trees, constructed from so-called choice random walks. These are random walks for which each step is chosen from a subset of random options,…

概率论 · 数学 2024-02-09 Eleanor Archer , Matan Shalev

Many applications in scientific computing and data science require the computation of a rank-revealing factorization of a large matrix. In many of these instances the classical algorithms for computing the singular value decomposition are…

数值分析 · 数学 2018-12-17 Abinand Gopal , Per-Gunnar Martinsson

In a widely-studied class of multi-parametric optimization problems, the objective value of each solution is an affine function of real-valued parameters. Then, the goal is to provide an optimal solution set, i.e., a set containing an…

最优化与控制 · 数学 2021-12-14 Stephan Helfrich , Arne Herzel , Stefan Ruzika , Clemens Thielen

Given $n$ independent random variables $X_1, X_2, ..., X_n$ and an integer $C$, we study the fundamental problem of computing the probability that the sum $X=X_1+X_2+...+X_n$ is at most $C$. We assume that each random variable $X_i$ is…

数据结构与算法 · 计算机科学 2014-02-25 Jian Li , Tianlin Shi

Counting problems are fundamental across mathematics and computer science. Among the most subtle are those whose associated decision problem is solvable in polynomial time, yet whose exact counting version appears intractable. For some such…

计算复杂性 · 计算机科学 2025-12-12 Markus Hecher , Matthias Lanzinger

We consider the problem of uniform sampling of points on an algebraic variety. Specifically, we develop a randomized algorithm that, given a small set of multivariate polynomials over a sufficiently large finite field, produces a common…

数据结构与算法 · 计算机科学 2009-02-10 Mahdi Cheraghchi , Amin Shokrollahi

Given a graphical model (GM), computing its partition function is the most essential inference task, but it is computationally intractable in general. To address the issue, iterative approximation algorithms exploring certain local…

机器学习 · 计算机科学 2019-05-15 Sejun Park , Eunho Yang , Se-Young Yun , Jinwoo Shin
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