Adopting an Object-Oriented Data Model in Inductive Logic Programming


Michela Milano, Andrea Omicini, Fabrizio Riguzzi

12th International Florida AI Research Society Conference (FLAIRS'99), pages 273-279
1-5 May 1999
AAAI Press, Orlando, FL, USA

The increasing amount of information to be managed in knowledge-based systems has promoted, on one hand, the exploitation of machine learning for the automated acquisition of knowledge and, on the other hand, the adoption of object-oriented representation models for easing the maintenance. In this context, adopting techniques for structuring knowledge representation in machine learning seems particularly appealing.

Inductive Logic Programming (ILP) is a promising approach for the automated discovery of rules in knowledge based systems. We propose an object-oriented extension of ILP employing multi-theory logic programs as the representation language. We define a new learning problem and propose the corresponding learning algorithm. Our approach enables ILP to benefit of object-oriented domain modelling in the learning process, such as allowing structured domains to be directly mapped onto program constructs, or easing the management of large knowledge bases.

 @inproceedings{ooilp-flairs1999,
AcmId = {707352},
Address = {Orlando, FL, USA},
Author = {Milano, Michela and Omicini, Andrea and Riguzzi, Fabrizio},
Booktitle = {12th International Florida AI Research Society Conference (FLAIRS'99)},
City = {Menlo Park, CA, USA},
Isbn = {0-1-57735-080-4},
Month = {1--5~} # may,
Pages = {273--279},
Publisher = {AAAI Press},
Title = {Adopting an Object-Oriented Data Model in Inductive Logic Programming},
Url = {http://dl.acm.org/citation.cfm?id=707352},
Url-Pdf = {http://www.aaai.org/Papers/FLAIRS/1999/FLAIRS99-049.pdf},
Year = 1999

Publication

— authors

Michela Milano, Andrea Omicini, Fabrizio Riguzzi

— status

published

— sort

paper in proceedings

Venue

— volume

12th International Florida AI Research Society Conference (FLAIRS'99)

— pages

273-279

— publication date

1-5 May 1999

URLs

original page  |  original PDF

Identifiers

— ACM

707352

— print ISBN

0-1-57735-080-4

BibTeX

— BibTeX ID
ooilp-flairs1999
— BibTeX category
inproceedings

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