York University: CSE-4412, Data Mining Fall 2009

Supplementary Reading

CSE-4412

Winter 2009

York University

Introduction to Data Mining

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.

Association Rule Mining

R. Agrawal and R. Srikant. Fast algorithms for mining association rules. In Proc. of VDB, 1994.
J. Han, J. Pei, and Y. Yin. Mining frequent patterns without candidate generation. SIGMOD'00.

Sequential Pattern Mining

Ramakrishnan Srikant, Rakesh Agrawal Mining Sequential Patterns: Generalizations And Performance Improvements. Proc. 5th Int. Conf. Extending Database Technology, EDBT'96.
J. Pei et al. Mining Sequential Patterns by Pattern-growth: The PrefixSpan Approach. IEEE Transactions on Knowledge and Data Engineering. Vol.16,, No.11, 2004.

Decision Tree Learning

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

Decision Rule Learning

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