Solving weighted CSP by maintaining arc consistency

نویسندگان

  • Javier Larrosa
  • Thomas Schiex
چکیده

Recently, a general definition of arc consistency (AC) for soft constraint frameworks has been proposed [1]. In this paper we specialize this definition to weighted CSP and introduce two O(ed3) enforcing algorithms. Then, we refine the definition and introduce a stronger form of arc consistency (AC*) along with two O(n2d2 + ed3) algorithms. As in the CSP case, an important application of AC is to combine it with search. We empirically demonstrate that a branch and bound algorithm that maintains either AC or AC* is a state-of-the-art general solver for weighted CSP. Our experiments cover binary Max-CSP and Max-SAT problems.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

In the quest of the best form of local consistency for Weighted CSP

The weighted CSP (WCSP) framework is a soft constraint framework with a wide range of applications. In this paper, we consider the problem of maintaining local consistency during search for solving WCSP. We first refine the notions of directional arc consistency (DAC) and full directional arc consistency (FDAC) introduced in [Cooper, 2003] for binary WCSP, define algorithms that enforce these p...

متن کامل

The Logic Behind Weighted CSP

We define a translation from Weighted CSP to signed Max-SAT, and a complete resolution-style calculus for solving signed Max-SAT. Based on these results, we then describe an original exact algorithm for solving Weighted CSP. Finally, we define several derived rules and prove that they enforce the main soft arc consistency defined in the literature when applied to Weighted CSP instances.

متن کامل

Full Arc Consistency in WCSP and in Constraint Hierarchies with Finite Domains

Consistency techniques proved to be an efficient method for reducing the search space of CSP. Several consistency techniques were proposed for soft constraint frameworks too. In this paper, we propose a full arc consistency (FAC) for weighted CSP (WCSP) and an algorithm for enforcing FAC and maintaining it during Branch & Bound search. We also define the transformation of constraint hierarchies...

متن کامل

Bounds Arc Consistency for Weighted CSPs

The Weighted Constraint Satisfaction Problem (WCSP) framework allows representing and solving problems involving both hard constraints and cost functions. It has been applied to various problems, including resource allocation, bioinformatics, scheduling, etc. To solve such problems, solvers usually rely on branch-and-bound algorithms equipped with local consistency filtering, mostly soft arc co...

متن کامل

Virtual Arc Consistency for Weighted CSP

Optimizing a combination of local cost functions on discrete variables is a central problem in many formalisms such as in probabilistic networks, maximum satisfiability, weighted CSP or factor graphs. Recent results have shown that maintaining a form of local consistency in a Branch and Bound search provides bounds that are strong enough to solve many practical instances. In this paper, we intr...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:
  • Artif. Intell.

دوره 159  شماره 

صفحات  -

تاریخ انتشار 2004