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Università della Svizzera italiana

Imprecise probabilistic graphical models : Equivalent representations, inference algorithms and applications

Antonucci, Alessandro ; Zaffalon, Marco (Dir.)

Thèse de doctorat : Università della Svizzera italiana, 2008 ; 2008INFO003.

Credal networks are probabilistic graphical models that extend Bayesian nets to deal with imprecision in probability, and can actually be regarded as sets of Bayesian nets. Credal nets appear to be powerful means to represent and deal with many important and challenging problems in uncertain reasoning. The counterpart of having more freedom in the modeling phase is an increased inferential...