Computing Inferences for Relational Bayesian Networks Based on ALC Constructs

Fabio G. Cozman, Rodrigo B. Polastro, Felipe I. Takiyama, Kate C. Revoredo

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

2 Citas (Scopus)

Resumen

© Springer International Publishing Switzerland 2014. Credal ALC combines the constructs of the well-known ALC logic with probabilistic assessments, so as to let terminologies convey uncertainty about concepts and roles. We present a restricted version of Credal ALC that can be viewed as a description language for a class of relational Bayesian networks. The resulting "CRALC networks" offer a simplified and illuminating route both to Credal ALC and to relational Bayesian networks. We then describe the implementation, in freely available packages, of approximate variational and lifted exact inference algorithms.
Idioma originalInglés estadounidense
Título de la publicación alojadaComputing Inferences for Relational Bayesian Networks Based on ALC Constructs
Páginas21-40
Número de páginas20
ISBN (versión digital)9783319134123
DOI
EstadoPublicada - 1 ene 2014
Publicado de forma externa
EventoLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) -
Duración: 1 ene 2018 → …

Serie de la publicación

NombreLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volumen8816
ISSN (versión impresa)0302-9743

Conferencia

ConferenciaLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Período1/01/18 → …

Huella Profundice en los temas de investigación de 'Computing Inferences for Relational Bayesian Networks Based on ALC Constructs'. En conjunto forman una huella única.

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    Cozman, F. G., Polastro, R. B., Takiyama, F. I., & Revoredo, K. C. (2014). Computing Inferences for Relational Bayesian Networks Based on ALC Constructs. En Computing Inferences for Relational Bayesian Networks Based on ALC Constructs (pp. 21-40). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 8816). https://doi.org/10.1007/978-3-319-13413-0_2