Constructing an asymptotic phase transition in random binary constraint satisfaction problems

BM Smith - Theoretical Computer Science, 2001 - Elsevier
The standard models used to generate random binary constraint satisfaction problems are
described. At the problem sizes studied experimentally, a phase transition is seen as the …

Modelling exceptionally hard constraint satisfaction problems

BM Smith, SA Grant - Principles and Practice of Constraint Programming …, 1997 - Springer
Randomly-generated binary constraint satisfaction problems go through a phase transition
as the constraint tightness varies. Loose constraints give an 'easy-soluble'region, where …

The satisfiability threshold for randomly generated binary constraint satisfaction problems

A Frieze, M Molloy - Random Structures & Algorithms, 2006 - Wiley Online Library
We study two natural models of randomly generated constraint satisfaction problems. We
determine how quickly the domain size must grow with n to ensure that these models are …

An empirical study of phase transitions in binary constraint satisfaction problems

P Prosser - Artificial Intelligence, 1996 - Elsevier
An empirical study of randomly generated binary constraint satisfaction problems reveals
that for problems with a given number of variables, domain size, and connectivity there is a …

[PDF][PDF] A probabilistic analysis of randomly generated binary constraint satisfaction problems

M Dyer, A Frieze, M Molloy - Theoretical Computer Science, 2003 - core.ac.uk
The constraint satisfaction problem (CSP) is a fundamental problem in Artificial Intelligence,
with applications ranging from scene labelling to scheduling and knowledge representation …

Models and thresholds for random constraint satisfaction problems

M Molloy - Proceedings of the thiry-fourth annual ACM symposium …, 2002 - dl.acm.org
We introduce a class of models for random Constraint Satisfaction Problems. This class
includes and generalizes many previously studied models. We characterize those models …

Random constraint satisfaction: Flaws and structure

IP Gent, E MacIntyre, P Prosser, BM Smith, T Walsh - Constraints, 2001 - Springer
A recent theoretical result by Achlioptas et al. shows that many models of random binary
constraint satisfaction problems become trivially insoluble as problem size increases. This …

Locating the phase transition in binary constraint satisfaction problems

BM Smith, ME Dyer - Artificial Intelligence, 1996 - Elsevier
The phase transition in binary constraint satisfaction problems, ie the transition from a region
in which almost all problems have many solutions to a region in which almost all problems …

Consistency and random constraint satisfaction models with a high constraint tightness

Y Gao, J Culberson - Principles and Practice of Constraint Programming …, 2004 - Springer
Existing random models for the constraint satisfaction problem (CSP) all require an
extremely low constraint tightness in order to have non-trivial threshold behaviors and …

Threshold behaviors of a random constraint satisfaction problem with exact phase transitions

C Zhao, Z Zheng - Information processing letters, 2011 - Elsevier
We consider a random constraint satisfaction problem named model RB, which exhibits a
sharp satisfiability phase-transition phenomenon when the control parameters pass through …