• Title of article

    A sufficiently fast algorithm for finding close to optimal clique trees Original Research Article

  • Author/Authors

    Ann Becker، نويسنده , , Dan Geiger، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2001
  • Pages
    15
  • From page
    3
  • To page
    17
  • Abstract
    We offer an algorithm that finds a clique tree such that the size of the largest clique is at most (2α+1)k where k is the size of the largest clique in a clique tree in which this size is minimized and α is the approximation ratio of an α-approximation algorithm for the 3-way vertex cut problem. When α=4/3, our algorithmʹs complexity is O(24.67kn·poly(n)) and it errs by a factor of 3.67 where poly(n) is the running time of linear programming. This algorithm is extended to find clique trees in which the state space of the largest clique is bounded. When k=O(logn), our algorithm yields a polynomial inference algorithm for Bayesian networks.
  • Keywords
    Clique tree algorithm , Triangulation algorithm , Bayesian networks , 3-way vertex cut problem
  • Journal title
    Artificial Intelligence
  • Serial Year
    2001
  • Journal title
    Artificial Intelligence
  • Record number

    1206933