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Title: Proceedings of The 5th International Workshop on Knowledge Discovery in Inductive Databases (KDID'06)
Editors: Dzeroski, Saso
Struyf, Jan
Issue Date: 2006
Conference: International Workshop on Knowledge Discovery in Inductive Databases edition:5 location:Berlin, Germany date:18 September 2006
Abstract: The 5th International Workshop on Knowledge Discovery in Inductive Databases
(KDID 2006) was held on September 18, 2006 in Berlin, Germany, in conjunction
with ECML/PKDD 2006: The 17th European Conference on Machine Learning
(ECML) and the 10th European Conference on Principles and Practice of
Knowledge Discovery in Databases (PKDD).
Inductive databases (IDBs) represent a database view on data mining and
knowledge discovery. IDBs contain not only data, but also generalizations (patterns
and models) valid in the data. In an IDB, ordinary queries can be used
to access and manipulate data, while inductive queries can be used to generate
(mine), manipulate, and apply patterns. In the IDB framework, patterns become
“first-class citizens” and KDD becomes an extended querying process in
which both the data and the patterns/models that hold in the data are queried.
The IDB framework is appealing as a general framework for data mining, because
it employs declarative queries instead of ad-hoc procedural constructs. As
declarative queries are often formulated using constraints, inductive querying
is closely related to constraint-based data mining. The IDB framework is also
appealing for data mining applications, as it supports the entire KDD process,
i.e., nontrivial multi-step KDD scenarios, rather than just individual data mining
operations. The goal of the workshop was to bring together database and
data mining researchers interested in the areas of inductive databases, inductive
queries, constraint-based data mining, and data mining query languages.
This workshop followed the previous four successful KDID workshops organized
in conjunction with ECML/PKDD: KDID’02 held in Helsinki, Finland,
KDID’03 held in Cavtat-Dubrovnik, Croatia, KDID’04 held in Pisa, Italy,
and KDID’05 held in Porto, Portugal. Its scientific program included nine regular
presentations and two short ones, as well as an invited talk by Kiri Wagstaff
(Jet Propulsion Laboratory, California Institute of Technology, USA).
Publication status: published
KU Leuven publication type: ABe
Appears in Collections:Informatics Section

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