MIAEC: Missing data imputation based on the evidence chain
Xu, X.; Chong, W.; Li, S.; Arabo, A.;
Missing or incorrect data caused by improper operations can seriously compromise security investigation. Missing data can not only damage the integrity of the information but also lead to the deviation of the data mining and analysis. Therefore, it is necessary to imple... View more
 D. Bachlechner and T. Leimbach, "Big data challenges: Impact, potential responses, and research needs," 2016 IEEE International Conference on Emerging Technologies and Innovative Business Practices for the Transformation of Societies (EmergiTech), Mauritius, 2016, pp. 257-264.
 S. Thirukumaran and A. Sumathi, "Improving accuracy rate of imputation of missing data using classifier methods," 2016 10th International Conference on Intelligent Systems and Control (ISCO), Coimbatore, India, 2016, pp. 1-7.
 R.K. Pearson, "The problem of disguised missing data," Acm Sigkdd Explorations Newsletter, vol. 8, no. 1, pp. 83-92, 2006.
 C. Zhang, Q. Yang and B. Liu, "Guest Editors' Introduction: Special Section on Intelligent Data Preparation," in IEEE Transactions on Knowledge and Data Engineering, vol. 17, no. 9, pp. 1163-1165, Sept. 2005.
 R.J.A. Little and D.B. Rubin, Statistical "Analysis with Missing Data," 2nd ed, United States of America: Wiley-Interscience, 2002, pp. 200-220.
 F.Z. Poleto, J.M. Singer and C.D. Paulino, "Missing data mechanisms and their implications on the analysis of categorical data," Statistics and Computing, vol. 21, no. 1, pp. 31-43 Jan. 2011
 X. Zhu, S. Zhang, Z. Jin, Z. Zhang, and Z. Xu, "Missing value estimation for mixed-attribute datasets," Knowledge and Data Engineering, IEEE Transactions on, vol. 23, pp. 110-121, 2011.
 Y. Qin, S. Zhang, X. Zhu, J. Zhang, and C. Zhang, "Semiparametric optimization for missing data imputation," Applied Intelligence, vol. 27, pp. 79-88, 2007.
 D.B. Rubin, "Multiple imputation for nonresponse in surveys," Statistical Papers, vol. 31, no. 1, p. 180 ,Dec. 1990 .
 M. Ramoni and P. Sebastiani,"Learning Bayesian networks from incomplete databases," in Proceedings of the Thirteenth Conference on Uncertainty in artificial intelligence, 1997, pp. 401-408.