HANDLING DISCOVERED STRUCTURE IN DATABASE-SYSTEMS

Citation
Jf. Roddick et al., HANDLING DISCOVERED STRUCTURE IN DATABASE-SYSTEMS, IEEE transactions on knowledge and data engineering, 8(2), 1996, pp. 227-240
Citations number
71
Categorie Soggetti
Information Science & Library Science","Computer Sciences, Special Topics","Engineering, Eletrical & Electronic","Computer Science Artificial Intelligence
ISSN journal
10414347
Volume
8
Issue
2
Year of publication
1996
Pages
227 - 240
Database
ISI
SICI code
1041-4347(1996)8:2<227:HDSID>2.0.ZU;2-V
Abstract
Most database systems research assumes that the database schema is det ermined by a database administrator. With the recent increase in inter est in knowledge discovery from databases and the predicted increase i n the volume of data expected to be stored it is appropriate to reexam ine this assumption and investigate how derived or induced, rather tha n database administrator supplied, structure can be accommodated and u sed by database systems. This paper investigates some of the character istics of inductive learning and knowledge discovery as they pertain t o database systems and the constraints that would be imposed on approp riate inductive learning algorithms is discussed. A formal method of d efining induced dependencies (both static and temporal) is proposed as the inductive analogue to functional dependencies. The Boswell databa se system exemplifying some of these characteristics is also briefly d iscussed.