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» Logic Programming, Abduction and Probability
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MLG
2007
Springer
13 years 11 months ago
Abductive Stochastic Logic Programs for Metabolic Network Inhibition Learning
Abstract. We revisit an application developed originally using Inductive Logic Programming (ILP) by replacing the underlying Logic Program (LP) description with Stochastic Logic Pr...
Jianzhong Chen, Stephen Muggleton, Jose Santos
AAAI
2008
13 years 7 months ago
Abductive Logic Programming by Nonground Rewrite Systems
Logic programming with negation offers a compelling approach to abductive reasoning. This paper shows a simple view of abduction in this context for the completion semantics, unde...
Fangzhen Lin, Jia-Huai You
JLP
2000
134views more  JLP 2000»
13 years 5 months ago
Abducing through negation as failure: stable models within the independent choice logic
The independent choice logic (ICL) is part of a project to combine logic and decision/game theory into a coherent framework. The ICL has a simple possible-worlds semantics charact...
David Poole
LPKR
1997
Springer
13 years 9 months ago
A System for Abductive Learning of Logic Programs
We present the system LAP (Learning Abductive Programs) that is able to learn abductive logic programs from examples and from a background abductive theory. A new type of induction...
Evelina Lamma, Paola Mello, Michela Milano, Fabriz...
JAPLL
2007
125views more  JAPLL 2007»
13 years 5 months ago
Preferential theory revision
Employing a logic program approach, this paper focuses on applying preferential reasoning to theory revision, both by means of preferences among existing theory rules, and by means...
Pierangelo Dell'Acqua, Luís Moniz Pereira