Sample Publications on Foundations of Data Mining
Foundations of Data Mining

Yao, Y.Y.,
A step towards the foundations of data mining,
Data Mining and Knowledge Discovery: Theory, Tools, and
Technology V, Orlando, Florida, USA, April 2122, 2003,
Dasarathy, B.V. (Ed.), The International Society for Optical Engineering,
pp. 254263, 2003.

Yao, Y.Y.,
On conceptual modeling of data mining,
in: Wang, J., Zhou, Z.H., and Zhou, A.Y. (Eds.),
Machine Learning and Applications,
Tsinghua University Press, Beijing, pp. 238255, 2006.

Yao, Y.Y., Zhong, N. and Zhao, Y.,
A threelayered conceptual framework of data mining,
Proceedings of ICDM'04 Workshop of Foundation of Data Mining,
215221, 2004.
Granular Computing as a Basis of Data Mining

Yao, Y.Y.
Granular computing for data mining,
Proceedings of SPIE Conference on Data Mining, Intrusion
Detection, Information Assurance, and Data Networks Security,
2006, paper #: 624105.

Yao, Y.Y.,
Modeling data mining with granular computing,
Proceedings of the 25th Annual International Computer
Software and Applications Conference (COMPSAC 2001),
Chicago, USA, October 812, 2001, IEEE Computer Society,
Los Alamitos, California, pp. 638643.

Yao, Y.Y. and Zhong, N.,
Potential applications of granular computing in knowledge discovery
and data mining,
Proceedings of World Multiconference on Systemics, Cybernetics
and Informatics, Volume 5, Computer Science and Engineering,
Orlando, Florida, USA, July 31August 4, 1999,
Torres, M., Sanchez, B. and Aguilar, J. (Ed.), International
Institute of Informatics and Systematics, Orlando, pp. 573580.

Yao, J.T. and Yao, Y.Y.,
Induction of Classification Rules by Granular Computing
, Rough Sets and Current Trends in Computing,
Proceedings of the Third International Conference (RSCTC 2002),
Lecture Notes in Artificial Intelligence 2475,
pp. 331338, 2002.

Yao, Y.Y., and Yao, J.T.,
Granular computing as a basis for consistent classification problems,
in: PAKDD 2002 Workshop entitled ``Towards Foundation of Data Mining'',
Communications of Institute of Information and Computing Machinery,
Vol. 5, No.2, 2002, pp.101106.
Foundations of Classification
 Yao, J.T., Yao, Y.Y., and Zhao, Y.
Foundations of classification,
in: Lin, T.Y., Ohsuga, S., Liau, C.J. and Hu, X. (Eds),
Foundations and Novel Approaches in Data Mining,
Springer, Berlin, pp. 7597, 2005.
Foundations of Rule Interestingness Measures

Yao, Y.Y. and Zhong, N.,
An analysis of quantitative measures associated with rules,
Methodologies for Knowledge Discovery
and Data Mining, Proceedings of the Third PacificAsia Conference on Knowledge
Discovery and Data Mining, Lecture Notes in Artificial Intelligence, 1574,Beijing,
China, April 2628, 1999, N. Zhong and L. Zhou (Eds.), SpringerVerlag,
Berlin, pp. 479488.
 Yao, Y.Y., Chen, Y.H. and Yang, X.D.
A Measurementtheoretic foundation of rule interestingness evaluation,
in: Lin, T.Y., Ohsuga, S., Liau, C.J. and Hu, X. (Eds),
Foundations and Novel Approaches in Data Mining,
Springer, Berlin, pp. 4159, 2005.

Yao, Y.Y.,
Informationtheoretic measures for knowledge discovery and data mining, in: Entropy Measures, Maximum Entropy and Emerging Applications, Karmeshu (Ed.), Springer, Berlin, pp. 115136, 2003.

Yao, Y.Y., Chen, Y.H. and Yang X.D.,
MeasurementTheoretic Foundation for Rules Interestingness
ICDM 2003 Workshop on Foundations of Data Mining.
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