Databases Reference
In-Depth Information
The data mining proper stage is determined by the data mining general-
ization relation
≺
dm
(Definition 10).
We express the whole data mining process within our generalization model
as follows.
Definition 27.
Data Mining Process Model
is a system
DMP
=(
U,
K
,
G
p
,
process
)
,
where
(i)
process
=
prep
∪≺
dm
(ii)
G
process
=
G
prep
∪G
dm
G
dm
of data mining is defined in detail in Sect. 4, the detailed
definition of the set
The set
G
prep
of data preprocessing operators will be a subject of
a separate paper.
References
1. M. Hadjimichael, A. Wasilewska.
A Hierarchical Model for Information Gener-
alization.
Proceedings of the Fourth Joint Conference on Information Sciences,
Rough Sets, Data Mining and Granual Computing (RSDMGrC'98), NC, USA,
vol. II, pp. 306-309
2. J. Han, M. Kamber.
Data Mining: Concepts and Techniques
. Morgan Kauffman,
Los Altos, CA, 2000
3. M. Inuiguchi, T. Tanino.
Classification Versus Approximation Oriented Gen-
eralization of Rough Sets
. Bulletin of International Rough Set Society, 7:1/2,
2003
4. J. Komorowski.
Modelling Biological Phenomena with Rough Sets
. Proceedings
of Third International Conference RSCTC'02, Malvern, PA, October 2002, p. 13.
Springer Lecture Notes in Artificial Intelligence
5. T.Y. Lin.
Database Mining on Derived Attributes
. Proceedings of Third Interna-
tional Conference RSCTC'02, Malvern, PA, October 2002, pp. 14-32. Springer
Lecture Notes in Artificial Intelligence
6. J.F. Martinez, E. Menasalvas, A. Wasilewska, C. Fernandez, M. Hadjimichael.
Extension of Relational Management System with Data Mining Capabili-
ties
. Proceedings of Third International Conference RSCTC'02, Malvern, PA,
October 2002, pp. 421-428. Springer Lecture Notes in Artificial Intelligence
7. E. Menasalvas, A. Wasilewska, C. Fernandez.
The Lattice Structure of the KDD
Process: Mathematical Expression of the Model and its Operators
. International
Journal of Information Systems and Fundamenta Informaticae, 48-62, special
issues, 2001
8. E. Menasalvas, A. Wasilewska, C. Fernandez, J.F. Martinez.
Data Mining -
A Semantical Model
. Proceedings of 2002 World Congress on Computational
Intelligence, Honolulu, Hawai, May 11-17, 2002, pp. 435-441
9. Z. Pawlak,
Information Systems - Theoretical Foundations
. Information Sys-
tems, 6:205-218, 1981