344 search results - page 2 / 69 » Probabilistic Inductive Logic Programming |
UAI
2003
13 years 6 months ago
2003
Abstract. In Datalog, missing values are represented by Skolem constants. More generally, in logic programming missing values, or existentially quantified variables, are represent...
ILP
2001
Springer
13 years 9 months ago
2001
Springer
In the line of previous work by S. Muggleton and C. Sakama, we extend the logical characterization of inductive logic programming, to normal logic programs under the stable models ...
LFCS
2009
Springer
13 years 11 months ago
2009
Springer
We study computational aspects of a probabilistic logic based on a well-known model of induction by Valiant. We prove that for this paraconsistent logic the set of valid formulas ...
JSAI
2005
Springer
13 years 10 months ago
2005
Springer
Abstract. This paper is concerned with algorithms for the logical generalisation of probabilistic temporal models from examples. The algorithms combine logic and probabilistic mode...
ASP
2001
Springer
13 years 8 months ago
2001
Springer
This paper presents a novel application of answer set programming to concept learning in nonmonotonic logic programs. Given an extended logic program as a background theory, we in...