INTEGRATION OF MULTIPLE KNOWLEDGE REPRESENTATION FOR CLASSIFICATION PROBLEMS

Citation
M. Tanaka et al., INTEGRATION OF MULTIPLE KNOWLEDGE REPRESENTATION FOR CLASSIFICATION PROBLEMS, Artificial intelligence in engineering, 9(4), 1995, pp. 243-251
Citations number
15
Categorie Soggetti
Computer Application, Chemistry & Engineering","Computer Science Artificial Intelligence",Engineering
ISSN journal
09541810
Volume
9
Issue
4
Year of publication
1995
Pages
243 - 251
Database
ISI
SICI code
0954-1810(1995)9:4<243:IOMKRF>2.0.ZU;2-S
Abstract
This paper describes an approach to integrating various knowledge repr esentations for classification problems. Knowledge representation form s have been analysed, The analysis shows that representation suitabili ty depends on a given situation. Therefore, multiple representation fo rm capability and form conversion capability are both necessary to sup port developing knowledge bases for wide application areas. A classifi cation problem tool, called HOLON/VP(DT), has been developed with the aim of providing experts with the integrated knowledge representation capability. A knowledge base can be represented in a tabular form, a r ule form and a tree form. Form conversion can be accomplished at all t imes. With this integrated representation, an expert is able to build a knowledge base using the most appropriate form.