32 citations · 131 across the 16 of their papers we have counts for
3 papers · 1 filter
Speeding-up ProbLog's Parameter Learning
Francisco H. O. V. de Faria, Arthur C. Gusmão, Fabio G. Cozman +1
ProbLog is a state-of-art combination of logic programming and probabilities; in particular ProbLog offers parameter learning through a variant of the EM algorithm. However, the re…
On the Semantics and Complexity of Probabilistic Logic Programs
Fabio Gagliardi Cozman, Denis Deratani Mauá
We examine the meaning and the complexity of probabilistic logic programs that consist of a set of rules and a set of independent probabilistic facts (that is, programs based on Sa…
The Complexity of Bayesian Networks Specified by Propositional and Relational Languages
Fabio Gagliardi Cozman, Denis Deratani Mauá
We examine the complexity of inference in Bayesian networks specified by logical languages. We consider representations that range from fragments of propositional logic to function…