### Construction of Complete Data Set from Incomplete Data Sets using Statistical Method like Attribute Relation Analysis, Principal Component Analysis and their Comparison for Accuracy

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Richard J. Hathaway, Member, IEEE, and James C. Bezdek, Fellow, IEEE, Fuzzy c-Means Clustering of Incomplete Data. Ieee transaction on system,man and cybernetics-part B:cybernetic,vol.31 no. 5,octomber 2001.

Dan Li, Chongquan Zhong, Liyong Zhang Fuzzy c-means Clustering of Partially Missing DataSets Based on Statistical Representation 2010 Seventh International Conference on Fuzzy Systems and Knowledge Discovery (FSKD 2010)

Cunningham, S.J. (1995) “Machine learning and statistics: A matter of perspective”. Working Paper Series 95/11, Department of Computer Science, University of Waikato (Hamilton, New Zealand).

Principal component analysis Jaakko Hollmen ETT 1996 http://users.ics.aalto.fi/jhollmen/dippa/node30.html.

Principal Component Analysis Springer Series in Statistics 2nd ed., 2002, XXIX, 487 p. 28 illus ISBN 978-0-387-95442-4

Bingwei Han, Shuangjiu Xiao, Lu Liu, Zhijing Wu A New Method for Filling Missing Values by Gray Relational Analysis 978-1-4577-0536-6/11/$26.00 ©2011 IEEE

Holmes, G., Donkin, A., and Witten, I.H. (1994) “Weka: a machine learning workbench.” Proceedings of the 1994 Second Australian and New Zealand Conference on Intelligent Information Systems, Brisbane, Australia, pp. 357- 361.

McQueen, R.J., Neal, D.L., DeWar, R.E., and Nevill-Manning, C.G. (1994) “The WEKA machine learning workbench: its application to a real world agricultural database.” Proceedings of the Canadian Machine Learning Workshop, Banff, Alberta, Canada.

W.L. Buntine. A guide to the literature on learning probabilistic networks from data. IEEE

Transactions on Knowledge and Data Engineering, 8:195 210, 1996.

B.W. Porter, R. Bareiss and R.C. Holte, “Concept learning and heuristic classification in weaktheory domains,” Artificial Intelligence 45, 229–263, 1990.

J.R. Quinlan, C4.5: Programs for Machine Learning. Morgan Kaufmann, 1992.

Data Mining Practical Machine Learning Tools and Techniques, 2nd edition,

http://www.cs.waikato.ac.nz/~ml/weka/book.html

A Tutorial on Attribute Relation Analysis

WEKA 3.5.2 http://www.cs.waikato.ac.nz/ml/weka/

WEKA CVS Repository: http://www.cs.waikato.ac.nz/ml/weka/.

J Pharm Biomed Anal. 1997 Jan; 15(4):431 8. Inclusion of the standard deviation of data in principal component analysis. Wallerstein S, Cserháti T, Forgács E, Kiss V.

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