On the Equivalence of Constraint Satisfaction Problems

نویسندگان

  • Francesca Rossi
  • Charles J. Petrie
  • Vasant Dhar
چکیده

A solution of a Constraint Satisfaction Problem (CSP) is an assignment of values to all its variables such that all its constraints are satis ed. Usually two CSPs are considered equivalent if they have the same solution set. We nd this de nition limiting, and develop a more general de nition based on the concept of mutual reducibility. In this extended scheme it is reasonable to consider a pair of CSPs equivalent even if they have di erent solutions. The basic idea behind the extended scheme is that two CSPs can be considered equivalent whenever they contain the same \amount of information", i.e. whenever it is possible to obtain the solution of one of them from the solution of the other one, and viceversa. In this way, both constraint and variable redundancy are allowed in CSPs belonging to the same equivalence class. As an example of the usefulness of this new notion of equivalence, we formally prove that binary and non-binary CSPs are equivalent (in the new sense). Such a proof is not possible with the usual notion of equivalence. Two di erent algorithms, currently used for transforming any non-binary CSP into an equivalent binary one, are described. It turns out that only one of them produces a binary CSP equivalent to the given non-binary problem, while the other one can achieve the transformation only at the cost of adding some new arbitrary information.

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

New Algebraic Tools for Constraint Satisfaction

The Galois connection involving polymorphisms and coclones has received a lot of attention in regard to constraint satisfaction problems. However, it fails if we are interested in a reduction giving equivalence instead of only satisfiability-equivalence. We show how a similar Galois connection involving weaker closure operators can be applied for these problems. As an example of the usefulness ...

متن کامل

Equivalence Constraint Satisfaction Problems

The following result for finite structures Γ has been conjectured to hold for all countably infinite ω-categorical structures Γ: either the model-complete core ∆ of Γ has an expansion by finitely many constants such that the pseudovariety generated by its polymorphism algebra contains a two-element algebra all of whose operations are projections, or there is a homomorphism f from ∆ to ∆, for so...

متن کامل

Context in Discrete Constraint Satisfaction Problems

In this paper, we study interchangeability in finite and discrete constraint satisfaction problems (CSPs). In many applications modeled as CSPs, it is important to be able to build on the spot equivalence classes of objects of the world to allow local modifications of the solutions and highlight opportunities for change. The concept of interchangeability, defined by Freuder [4], formalizes equi...

متن کامل

A New Method for Solving Constraint Satisfaction Problems

Many important problems in Artificial Intelligence can be defined as Constraint Satisfaction Problems (CSP). These types of problems are defined by a limited set of variables, each having a limited domain and a number of Constraints on the values of those variables (these problems are also called Consistent Labeling Problems (CLP), in which “Labeling means assigning a value to a variable.) Solu...

متن کامل

A New Method for Solving Constraint Satisfaction Problems

Many important problems in Artificial Intelligence can be defined as Constraint Satisfaction Problems (CSP). These types of problems are defined by a limited set of variables, each having a limited domain and a number of Constraints on the values of those variables (these problems are also called Consistent Labeling Problems (CLP), in which “Labeling" means assigning a value to a variable.) Sol...

متن کامل

Constraint - Based Reasoning and Constraint Programming 182

We show the equivalence between the so-called DavisPutnam procedure [3, 2] and the Forward Checking of Haralick and Elliot [7]. Both apply the paradigm choose and propagate in two different formalisms, namely the propositional calculus and the constraint satisfaction problems formalism. They happen to be strictly equivalent as soon as a compatible instantiation order is chosen. This equivalence...

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:

دوره   شماره 

صفحات  -

تاریخ انتشار 1990