Title of article
On the phase transitions of random k-constraint satisfaction problems Original Research Article
Author/Authors
Yun Fan، نويسنده , , Jing Shen، نويسنده ,
Issue Information
روزنامه با شماره پیاپی سال 2011
Pages
14
From page
914
To page
927
Abstract
Constraint satisfaction has received increasing attention over the years. Intense research has focused on solving all kinds of constraint satisfaction problems (CSPs). In this paper, first we propose a random CSP model, named k-CSP, that guarantees the existence of phase transitions under certain circumstances. The exact location of the phase transition is quantified and experimental results are provided to illustrate the performance of the proposed model. Second, we revise the model k-CSP to a random linear CSP by incorporating certain linear structure to constraint relations. We also prove the existence of the phase transition and exhibit its exact location for this random linear CSP model.
Keywords
Phase transition , Constraint satisfaction problem
Journal title
Artificial Intelligence
Serial Year
2011
Journal title
Artificial Intelligence
Record number
1207828
Link To Document