| |
Business Rules and Business Intelligence
Business knowledge systems and modeling, business rules, intelligent systems,
agile business processes, knowledge discovery
& data mining ,
validation and verification, decision tables.
|
| |
Research team |
 |
|
|
|
|
Research Topics |
|
|
Business knowledge systems, intelligent systems, knowledge modeling, business rules, soft computing, knowledge discovery,
knowledge representation.
Verification and validation of knowledge-based systems (KBS), business
rule modeling using decision table techniques (see the
Prologa page),
applications of binary decision diagram techniques in KBS research.
Credit Scoring and Risk Management, Customer Relationship Management (CRM),
Classification, Machine Learning, Rule extraction, Survival analysis. |
 |
|
|
Courses |
|
 |
|
|
|
|
Sources on Knowledge
Discovery |
|
 |
 |
Books:
The
Elements of Statistical Learning: Data Mining, Inference, and
Prediction, Trevor Hastie, Robert Tibshirani, Jerome Friedman,
Springer-Verlag, 2001
Credit
Scoring and Its Applications, Lyn C. Thomas, David B. Edelman,
and Jonathan N. Crook, Society for Industrial and Applied
Mathematics, 2001.
Data
Mining: Concepts and Techniques, Jiawei Han and Micheline Kamber, The
Morgan Kaufmann Series in Data Management Systems, Jim Gray,
Series Editor Morgan
Kaufmann Publishers, August 2000. 550 pages. ISBN 1-55860-489-8
Advances
in Knowledge Discovery and Data Mining, Usama M. Fayyad, Gregory
Piatetsky-Shapiro, Padhraic Smyth, and Ramasamy Uthurusamy, AAAI
Press, 625 pp., ISBN 0-262-56097, 1996
Principles of Data Mining (Adaptive Computation and Machine
Learning), David J. Hand, Heikki Mannila, Padhraic Smyth, MIT
Press, 2001
|
|
|
|
|
 |
|
NEWSFLASH |
|
2nd Credit Scoring Workshop Sept 25, 2003 (announcement, PDF) |
|
|
Baesens B.,
SETIONO R., MUES C., Vanthienen J.,
Using Neural
Network Rule Extraction and Decision Tables for Credit-Risk Evaluation,
Management Science,
Vol. 49, No. 3, March 2003, pp. 312-329.
(Abstract)
|
|
Business Rules and Decision Tables (PDF) |
|
Baesens B., Mues C., Vanthienen J.,
Knowledge Discovery in Data: naar performante én begrijpelijke modellen
van bedrijfsintelligentie, Business In-zicht, No 12, maart 2003, pp. 1, 4. (Download
PDF) |
|
|
|
|
|
ACTIVITIES |
|
|
|
LINKS |
|
|
|
MISCELLANEOUS |
|
|
|


|