Generating random Bayesian networks with constraints on induced width

Jaime S. Ide, Fabio G. Cozman, Fabio T. Ramos

Resultado de la investigación: Capítulo del libro/informe/acta de congresoContribución a la conferencia

Resumen

We present algorithms for the generation of uniformly distributed Bayesian networks with constraints on induced width. The algorithms use ergodic Markov chains to generate samples. The introduction of constraints on induced width leads to realistic networks but requires new techniques. A tool that generates random networks is presented and applications are discussed.
Idioma originalInglés estadounidense
Título de la publicación alojadaGenerating random Bayesian networks with constraints on induced width
Páginas353-357
Número de páginas5
ISBN (versión digital)9781586034528
EstadoPublicada - 1 ene 2004
Publicado de forma externa
EventoFrontiers in Artificial Intelligence and Applications -
Duración: 1 ene 2004 → …

Serie de la publicación

NombreFrontiers in Artificial Intelligence and Applications
Volumen110
ISSN (versión impresa)0922-6389

Conferencia

ConferenciaFrontiers in Artificial Intelligence and Applications
Período1/01/04 → …

Huella Profundice en los temas de investigación de 'Generating random Bayesian networks with constraints on induced width'. En conjunto forman una huella única.

  • Citar esto

    Ide, J. S., Cozman, F. G., & Ramos, F. T. (2004). Generating random Bayesian networks with constraints on induced width. En Generating random Bayesian networks with constraints on induced width (pp. 353-357). (Frontiers in Artificial Intelligence and Applications; Vol. 110).