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105
Voted
ILP
2004
Springer
15 years 9 months ago
On the Effect of Caching in Recursive Theory Learning
This paper focuses on inductive learning of recursive logical theories from a set of examples. This is a complex task where the learning of one predicate definition should be inter...
Margherita Berardi, Antonio Varlaro, Donato Malerb...
134
Voted
ILP
2004
Springer
15 years 9 months ago
First Order Random Forests with Complex Aggregates
Random forest induction is a bagging method that randomly samples the feature set at each node in a decision tree. In propositional learning, the method has been shown to work well...
Celine Vens, Anneleen Van Assche, Hendrik Blockeel...
160
Voted
KR
2004
Springer
15 years 9 months ago
Reaching Agreement Through Argumentation: A Possibilistic Approach
Negotiation plays a key role as a means for sharing information and resources with the aim of looking for a common agreement. This paper proposes a new approach based on possibili...
Leila Amgoud, Henri Prade
125
Voted
KR
2004
Springer
15 years 9 months ago
Expressive Power and Succinctness of Propositional Languages for Preference Representation
Several logical languages have been considered in AI for encoding compactly preference relations over a set of alternatives. In this paper, we analyze both the expressiveness and ...
Sylvie Coste-Marquis, Jérôme Lang, Pa...
116
Voted
KR
2004
Springer
15 years 9 months ago
Social Roles and their Descriptions
This paper offers two main contributions. On the one hand, it establishes a general formal framework for developing a foundational ontology of socially constructed entities, in th...
Claudio Masolo, Laure Vieu, Emanuele Bottazzi, Car...