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ILP
2007
Springer
15 years 4 months ago
Mode-Directed Inverse Entailment for Full Clausal Theories
Mode declarations are a successful form of language bias in explanatory ILP. But, while they are heavily used in Horn systems, they have yet to be similarly exploited in more expre...
Oliver Ray, Katsumi Inoue
JSAI
2007
Springer
15 years 4 months ago
Towards a Logical Reconstruction of CF-Induction
CF-induction is a sound and complete hypothesis finding procedure for full clausal logic which uses the principle of inverse entailment to compute a hypothesis that logically expl...
Yoshitaka Yamamoto, Oliver Ray, Katsumi Inoue
PKDD
2007
Springer
146views Data Mining» more  PKDD 2007»
15 years 4 months ago
A Method for Multi-relational Classification Using Single and Multi-feature Aggregation Functions
This paper presents a novel method for multi-relational classification via an aggregation-based Inductive Logic Programming (ILP) approach. We extend the classical ILP representati...
Richard Frank, Flavia Moser, Martin Ester
ICCS
2005
Springer
15 years 4 months ago
On the Need to Bootstrap Ontology Learning with Extraction Grammar Learning
The main claim of this paper is that machine learning can help integrate the construction of ontologies and extraction grammars and lead us closer to the Semantic Web vision. The p...
Georgios Paliouras
IEAAIE
2005
Springer
15 years 4 months ago
Inferring Definite-Clause Grammars to Express Multivariate Time Series
In application domains such as medicine, where a large amount of data is gathered, a medical diagnosis and a better understanding of the underlying generating process is an aim. Re...
Gabriela Guimarães, Luís Moniz Perei...