A generalization model based on OI-implication for ideal theory refinement

Citation
F. Esposito et al., A generalization model based on OI-implication for ideal theory refinement, FUNDAM INF, 47(1-2), 2001, pp. 15-33
Citations number
26
Categorie Soggetti
Computer Science & Engineering
Journal title
FUNDAMENTA INFORMATICAE
ISSN journal
01692968 → ACNP
Volume
47
Issue
1-2
Year of publication
2001
Pages
15 - 33
Database
ISI
SICI code
0169-2968(200107)47:1-2<15:AGMBOO>2.0.ZU;2-8
Abstract
A framework for theory refinement is presented pursuing the efficiency and effectiveness of learning regarded as a search process. A refinement operat or satisfying these requirements is formally defined as ideal. Past results have demonstrated the impossibility of specifying ideal operators in searc h spaces where standard generalization models, like logical implication or theta -subsumption, are adopted. By assuming the object identity bias over a space defined by a clausal language ordered by logical implication, a nov el generalization model, named OI-implication, is derived and we prove that ideal operators can be defined for the resulting search space.