• 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