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We study the following problem: given a class of logic programs C, determine the maximum number of stable models of a program from C. We establish the maximum for the class of all logic programs with at most n clauses, and for the class of…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Pawel Cholewinski , Miroslaw Truszczynski

We propose and study algorithms to compute minimal models, stable models and answer sets of t-CNF theories, and normal and disjunctive t-programs. We are especially interested in algorithms with non-trivial worst-case performance bounds.…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Z. Lonc , M. Truszczynski

In this paper, we focus on the problem of existence and computing of small and large stable models. We show that for every fixed integer k, there is a linear-time algorithm to decide the problem LSM (large stable models problem): does a…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Miroslaw Truszczynski

Model counting is the problem of computing the number of models that satisfy a given propositional theory. It has recently been applied to solving inference tasks in probabilistic logic programming, where the goal is to compute the…

人工智能 · 计算机科学 2014-11-21 Rehan Abdul Aziz , Geoffrey Chu , Christian Muise , Peter Stuckey

The stable roommates problem with $n$ agents has worst case complexity $O(n^2)$ in time and space. Random instances can be solved faster and with less memory, however. We introduce an algorithm that has average time and space complexity…

数据结构与算法 · 计算机科学 2015-01-22 Stephan Mertens

An algorithm for computing the stable model semantics of logic programs is developed. It is shown that one can extend the semantics and the algorithm to handle new and more expressive types of rules. Emphasis is placed on the use of…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Patrik Simons

Algorithmic stability is a central concept in statistics and learning theory that measures how sensitive an algorithm's output is to small changes in the training data. Stability plays a crucial role in understanding generalization,…

统计理论 · 数学 2026-01-21 Abhinav Chakraborty , Yuetian Luo , Rina Foygel Barber

We give a 3/2-approximation algorithm for stable matchings that runs in $O(m)$ time. The previously best known algorithm by McDermid has the same approximation ratio but runs in $O(n^{3/2}m)$ time, where $n$ denotes the number of people and…

数据结构与算法 · 计算机科学 2014-04-07 Katarzyna Paluch

Dynamic Voltage Scaling techniques allow the processor to set its speed dynamically in order to reduce energy consumption. In the continuous model, the processor can run at any speed, while in the discrete model, the processor can only run…

数据结构与算法 · 计算机科学 2014-08-27 Minming Li , Frances F. Yao , Hao Yuan

Given a set of $m$ points and a set of $n$ lines in the plane, we consider the problem of computing the faces of the arrangement of the lines that contain at least one point. In this paper, we present an $O(m^{2/3}n^{2/3}+(n+m)\log n)$ time…

计算几何 · 计算机科学 2026-03-06 Haitao Wang

We consider the online machine minimization problem in which jobs with hard deadlines arrive online over time at their release dates. The task is to determine a feasible schedule on a minimum number of machines. Our main result is a general…

数据结构与算法 · 计算机科学 2015-06-19 Lin Chen , Nicole Megow , Kevin Schewior

A decision problem is called parameterized if its input is a pair of strings. One of these strings is referred to as a parameter. The problem: given a propositional logic program P and a non-negative integer k, decide whether P has a stable…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Zbigniew Lonc , Miroslaw Truszczynski

In this paper we reexamine the place and role of stable model semantics in logic programming and contrast it with a least Herbrand model approach to Horn programs. We demonstrate that inherent features of stable model semantics naturally…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Victor W. Marek , Miroslaw Truszczynski

The intention of this note is two-fold. First, we study integer optimization problems in standard form defined by $A \in\mathbb{Z}^{m\times{}n}$ and present an algorithm to solve such problems in polynomial-time provided that both the…

Integer programs with m constraints are solvable in pseudo-polynomial time in $\Delta$, the largest coefficient in a constraint, when m is a fixed constant. We give a new algorithm with a running time of $O(\sqrt{m}\Delta)^{2m} + O(nm)$,…

数据结构与算法 · 计算机科学 2022-07-27 Klaus Jansen , Lars Rohwedder

The class $(r,2)$-CSP, or simply Max 2-CSP, consists of constraint satisfaction problems with at most two $r$-valued variables per clause. For instances with $n$ variables and $m$ binary clauses, we present an $O(n r^{5+19m/100})$-time…

离散数学 · 计算机科学 2008-03-26 Alexander D. Scott , Gregory B. Sorkin

We present a method for computing stable models of normal logic programs, i.e., logic programs extended with negation, in the presence of predicates with arbitrary terms. Such programs need not have a finite grounding, so traditional…

计算机科学中的逻辑 · 计算机科学 2017-09-05 Kyle Marple , Elmer Salazar , Gopal Gupta

Many statistical estimators are defined as the fixed point of a data-dependent operator, with estimators based on minimizing a cost function being an important special case. The limiting performance of such estimators depends on the…

机器学习 · 计算机科学 2022-03-22 Nhat Ho , Koulik Khamaru , Raaz Dwivedi , Martin J. Wainwright , Michael I. Jordan , Bin Yu

A major goal in the area of exact exponential algorithms is to give an algorithm for the (worst-case) $n$-input Subset Sum problem that runs in time $2^{(1/2 - c)n}$ for some constant $c>0$. In this paper we give a Subset Sum algorithm with…

数据结构与算法 · 计算机科学 2023-01-31 Xi Chen , Yaonan Jin , Tim Randolph , Rocco A. Servedio

The method of stable random projections is a tool for efficiently computing the $l_\alpha$ distances using low memory, where $0<\alpha \leq 2$ is a tuning parameter. The method boils down to a statistical estimation task and various…

机器学习 · 计算机科学 2008-12-18 Ping Li
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