Imputation of Missing Data in Industrial Databases (original) (raw)
References
K. Lakshminarayan, S.A. Harp, R. Goldman, and T. Samad, “Imputation of missing data using machine learning techniques,” in Proceedings: Second International Conference on Knowledge Discovery and Data Mining, edited by Simoudis, Han and Fayyad, AAAI Press: Menlo Park, CA, pp. 140-145, 1996. Google Scholar
J.R. Quinlan, C4.5 Programs For Machine Learning, Morgan Kaufmann Publishers: San Mateo, California, 1993. Google Scholar
G.A. Greathouse, and C.J. Wessel, Deterioration of Materials, Reinhold Publishing Corporation, New York, 1954. Google Scholar
D.B. Rubin, “Inference and missing data,” Biometrika, vol. 63,no. 3, pp. 581-592, 1976. Google Scholar
W. Vach, “Missing values: statistical theory and computational practise,” in Computational Statistics, edited by P. Dirschedl and R. Ostermann, Heidelberg: Physica-Verlag, pp. 345-354, 1994. Google Scholar
R.J. Little, and D.B. Rubin, Statistical Analysis with Missing Data, New York: John Wiley and Sons, 1987. Google Scholar
A.P. Dempster, N.M. Laird, and D.B. Rubin, “Maximum likelihood from incomplete data via the EM algorithm (with discussion),” J. Roy. Statist. Soci., vol. B39, pp. 1-38, 1977. Google Scholar
M.A. Tanner and W.H. Wong, “The calculation of posterior distributions by data augmentation (with discussion),” Journal of the American Statistical Association, vol. 82, pp. 528-550, 1987. Google Scholar
D.B. Rubin, Multiple Imputation for Nonresponse in Surveys, John Wiley and Sons: New York, 1987. Google Scholar
D.B. Rubin, “Multiple imputation after 18+ years,” Journal of the American Statistical Association, 1996 Jun, vol. 91,no. 434, pp. 473-489, 1996. Google Scholar
D.B. Rubin, “Multiple imputation in sample surveys—A phenomenological Bayesian approach to non-response,” in Proceedings Survey Research Methodology Section, American Statistical Association, 1978, pp. 20-28.
B.L. Ford, “An overview of hot-deck procedures,” In Incomplete Data in Sample Surveys, Volume 2, Theory and Bibliographies, edited by G.W. Madow, I. Olkin, and D.B. Rubin, Academic Press: New York, pp. 185-207, 1983. Google Scholar
A. Unwin, G. Hawkins, H. Hofmann, and B. Siegl, “Interactive graphics for data sets with missing values—MANET,” Journal of Computational and Graphical Statistics, vol. 5,no. 2, 1996.
D.F. Swayne and A. Buja, “Missing Data in Interactive High-Dimensional Data Visualization,” Computational Statistics, vol. 13,no. 1, 1998.
D.F. Swayne, D. Cook, and A. Buja, “XGobi: interactive dynamic data visualization in the X window system,” Journal of Computational and Graphical Statistics, vol. 7,no. 1, 1998.
H.L. Oh and F.J. Scheuren, “Weighting adjustments for unit nonresponse,” in Incomplete Data in Sample Surveys, Volume 2, Theory and Bibliographies, edited by W.G. Madow, I. Olkin, and D.B. Rubin, Academic Press: New York, pp. 143-183, 1983. Google Scholar
S.F. Buck, “A method of estimation of missing values in multivariate data suitable for use with an electronic computer,” J. Roy. Statist. Soci., vol. B22, pp. 302-306, 1960. Google Scholar
J.L. Schafer, Analysis of Incomplete Multivariate Data, Chapman and Hall: London, 1997. Google Scholar
L. Breiman, J.H. Friedman, R.A. Olshen, and C.J. Stone, Classification and Regression Trees, Chapman and Hall, 1984.
P. Cheeseman, J. Kelly, M. Self, J. Stutz, W. Taylor, and D. Freeman, “Bayesian classification,” in Proceedings of American Association of Artificial Intelligence (AAAI), Morgan Kaufmann Publishers: San Mateo, CA, 1988, pp. 607-611. Google Scholar
P. Cheeseman and J. Stutz, “Bayesian classification (autoclass): Theory and results,” in Advances in Knowledge Discovery and Data Mining, edited by U.M. Fayyad. G. Piatetsky-Shapiro, P. Smyth, and R. Uthurusamy, AAAI Press: Menlo Park, CA, 1996. Google Scholar
R. Hanson, J. Stutz, and P. Cheeseman, “Bayesian classification theory,” Technical Report, FIA-90-12-7-01, NASA, Ames Research Center, 1990.
K. McKusick and K. Thompson, “Cobweb/3: A portable implementation,” Report FIA-90-6-18-2, NASA, Ames Research Center, 1990.