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KDD Reference materials
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Selected KDD Publications
- W. Frawley, G. Piatetsky-Shapiro, and C. Matheus, 1992.
Knowledge Discovery in Databases: An Overview.
AI Magazine, Fall 1992. Reprint of the introductory chapter of
Knowledge Discovery in Databases ,
AAAI/MIT Press, 1991.
- M. Holsheimer, A. Siebes, DATA MINING:
The Search for Knowledge in Databases .
(note: this file is very large, since report has over 70 pages)
- C. Matheus, P. Chan, G. Piatetsky-Shapiro,
Systems for Knowledge Discovery in Databases,
IEEE Transactions on Knowledge and Data Engineering, 5(6), Dec. 1993.
- G. Piatetsky-Shapiro,
Knowledge Discovery in Real Databases: A workshop report on KDD-89,
AI Magazine, vol. 11, no. 5, January 1991.
- G. Piatetsky-Shapiro,
Report on AAAI-91 workshop on Knowledge Discovery in Databases,
IEEE Expert, October 1991.
- G. Piatetsky-Shapiro,
Knowledge Discovery in Databases: Progress report.
Knowledge Engineering Review, Vol 9:1, 1994, 57--60.
(a brief report on KDD-93 workshop)
- G. Piatetsky-Shapiro, C. Matheus, P. Smyth. R. Uthurusamy,
KDD-93: Progress and Challenges in Knowledge Discovery in Databases,
(a long report on AAAI-93 KDD Workshop), AI Magazine, Fall 1994.
- X. Wu, Research Issues in Intelligent Learning Database Systems,
Proceedings of the Seventh Annual Florida AI Research Symposium,
Pensacola Beach, Florida, U.S.A., May 5-7, 1994.
- X. Wu, Inductive Learning: Algorithms and Frontiers, Artificial
Intelligence Review, 7(1993), 2: 93-108.
- Wüthrich,B.,,"Knowlege Discovery in Databases"
Technical Report HKUST-CS96-4,
Table of Contents ,
Chapter 1 ,
Chapter 2 ,
Chapter 3 ,
Chapter 4 ,
Chapter 5 ,
Chapter 6 ,
Chapter 7 ,
Chapter 8 ,
Chapter 9 ,
Chapter 10 ,
Acknowledgements,
Bibliography ,
(Abstract
here).
- N. Cercone and M. Tsuchiya, guest editors,
Special Issue on Learning and Discovery in Databases,
IEEE Transactions on Knowledge and Data Engineering,
5(6), Dec 1993
- U. Fayyad and S. Uthurusamy, editors,
KDD-94: Proceedings of AAAI-94 Knowledge Discovery in Databases workshop,
AAAI Press, July 1994
- U. Fayyad and S. Uthurusamy, editors,
KDD-95: Proceedings of the Fist International Conference on
Knowledge Discovery and Data Mining,
AAAI/MIT Press, 1995.
- U. Fayyad, G. Piatetsky-Shapiro, P. Smyth, S. Uthurusamy, editors,
Advances in Knowledge Discovery and Data Mining,
AAAI/MIT Press, 1996.
- G. Piatetsky-Shapiro and W. Frawley, 1991.
Editors,
Knowledge Discovery in Databases,
Cambridge, Mass.: AAAI/MIT Press.
- G. Piatetsky-Shapiro, guest editor,
Special issue on Knowledge Discovery in Databases and KnowledgeBases,
International Journal of Intelligent Systems, Vol 7, no 7, Sep 1992
- G. Piatetsky-Shapiro, editor,
KDD-93: Proceedings of AAAI-93 Knowledge Discovery in Databases workshop,
AAAI Press technical report WS-02, July 1993
- G. Piatetsky-Shapiro, guest editor,
Special issue on Knowledge Discovery in Databases
Journal of Intelligent Information Systems
Vol 4, no 1, Jan 1995.
- X. Wu, Knowledge Acquisition from Data Bases, Ph.D. Thesis, 176 + xv
pp., Dept of Artificial Intelligence, University of Edinburgh,
Edinburgh, Scotland, 1993.
- W. Ziarko, editor, Rough Sets and Knowledge Discovery,
Springer-Verlag, 1994.
- W. Ziarko, editor,
Computational Intelligence Special
Issue on Rough Sets and Knowledge Discovery,
1995.
- Jan Zytkow, guest editor, Special Issue on Machine Discovery,
Machine Learning Journal, 12(1-3), 1993.
- W. H. Inmon and S. Osterfelt, 1991.
Understanding Data Pattern Processing:
the key to Competitive Advantage. QED Technical Publishing Group,
Wellesley, MA.
- K. Parsaye and M. Chignell, 1993.
Intelligent Database Tools & Applications, John Wiley.
- T. Anand and G. Kahn, 1992.
SPOTLIGHT: A Data Explanation System.
Proceedings of CAIA-92. Washington, D.C.: IEEE Computer Society.
- T. Anand and G. Kahn, 1992.
Making Sense of Gigabytes: A System for Knowledge-Based Market Analysis.
Proceedings of IAAI-92. AAAI/MIT Press.
- J. Catlett, 1991. Megainduction: A Test Flight.
Proc. of 8th Machine Learning Conference, 596--599. Morgan Kaufmann.
- W. Dwinnell, 1994. Advanced Modeling Systems, a software review
of ModelWare, AIM, and Datalogic.
AI Magazine, June 1994, pp. 38--41.
- U. Fayyad, N. Weir, and S.G. Djorgovski, 1993.
``SKICAT: a machine learning system for automated cataloging of large scale
sky surveys.'' Proc. of Tenth Int. Conf. on Machine Learning,
Morgan Kaufman.
- L. Lewinson,
"Data Mining: Intelligent Technology Gets down to Business",
PC AI Nov - Dec, 1993, pp. 17-23.
- L. Lewinson, ``Data Mining: Tapping the Mother Lode'',
Database Programming & Design, Feb 1994.
- C. Matheus, G. Piatetsky-Shapiro, and D. McNeill,
An Application of KEFIR to the Analysis of Healthcare Information,
in Proceedings of KDD-94 Workshop.
- Schmitz, J., Armstrong, G., and Little, J.D.C. 1990.
CoverStory - Automated news finding in marketing.
In DSS Transactions, Linda Volino (Ed.), The Institute of
Management Sciences, Providence, RI. 46-54.
- B. Rao, 1993. Data Mining of Subjective Agricultural Data,
Proc. of Tenth Machine Learning Conference, 244-251.
Morgan Kaufmann.
- X. Wu, KEshell2: An Intelligent Learning Data Base System, Research
and Development in Expert Systems IX, M.A. Bramer and R.W. Milne
(Eds.), Cambridge University Press, U.K., 1992, 253--272.
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