90 citations · 514 across the 54 of their papers we have counts for
4 papers · 1 filter
Hierarchical Multinomial-Dirichlet model for the estimation of conditional probability tables
L. Azzimonti, G. Corani, M. Zaffalon
We present a novel approach for estimating conditional probability tables, based on a joint, rather than independent, estimate of the conditional distributions belonging to the sam…
Entropy-based Pruning for Learning Bayesian Networks using BIC
Cassio P. de Campos, Mauro Scanagatta, Giorgio Corani +1
For decomposable score-based structure learning of Bayesian networks, existing approaches first compute a collection of candidate parent sets for each variable and then optimize ov…
A polarity theory for sets of desirable gambles
Alessio Benavoli, Alessandro Facchini, Jose Vicente-Perez +1
Coherent sets of almost desirable gambles and credal sets are known to be equivalent models. That is, there exists a bijection between the two collections of sets preserving the us…
SOS for bounded rationality
Alessio Benavoli, Alessandro Facchini, Dario Piga +1
In the gambling foundation of probability theory, rationality requires that a subject should always (never) find desirable all nonnegative (negative) gambles, because no matter the…