York University: COSC-6412, Data Mining Fall term 2005

Supplementary Reading

COSC-6412

Fall 2005

York University

M.-S.Chen, J. Han, and P. S. Yu. Data mining: an overview from a database perspective. IEEE Trans. On Knowledge And Data Engineering, 8:866-883, 1996.
U.M. Fayyad, G. Piatetsky-Shapiro, and P. Smyth. From data mining to knowledge discovery: an overview. In U.M. Fayyad et al. ed. Advances in Knowledge Discovery and Data Mining, AAAI/MIT, 1996, 1-34.

R. Agrawal and R. Srikan. Mining Sequential Patterns. Proc. of ICDE'95.
Ramakrishnan Srikant, Rakesh Agrawal Mining Sequential Patterns: Generalizations And Performance Improvements. Proc. 5th Int. Conf. Extending Database Technology, EDBT'96.
J. Pei et al. PrefixSpan: Mining sequential patterns efficiently by prefix-projected pattern growth. In Proc. of ICDE'01.
J. Pei et al. Mining Sequential Patterns by Pattern-growth: The PrefixSpan Approach. To appear in IEEE Transactions on Knowledge and Data Engineering.

J. Ross Quinlan, C4.5 Programs for Machine Learning, Morgan Kaufmann, 1993.
Tom Mitchell, Machine Learning, McGraw-Hill, 1997 pp. 52-81.
J. Ross Quinlan, Simplifying decision trees, International Journal of Man-Machine Studies, 27, 221-234, 1987.
An introduction to ID3 and C4.5

A. An. Learning classification rules from data. Computers and Mathematics with Applications, Vol.45, No.4-5. pp.737-748.