Conditional independence structure and its closure: inferential rules and algorithms

• Autores: Marco Baioletti, Giuseppe Busanello, Barbara Vantaggi
• Localización: International journal of approximate reasoning, ISSN 0888-613X, Vol. 50, Nº 7, 2009, págs. 1097-1114
• Idioma: inglés
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• Resumen

  • In this paper, we deal with conditional independence models closed with respect to graphoid properties. Such models come from different uncertainty measures, in particular in a probabilistic setting. We study some inferential rules and describe methods and algorithms to compute efficiently the closure of a set of conditional independence statements