Research Journal of Applied Sciences
Year:
2016
Volume:
11
Issue:
10
Page No.
1089 - 1094
References
Allison, P.D., 2001. Missing Data. Sage Publication, Thousand Oaks, California,.
Bishop, C.M., 2006. Pattern Recognition and Machine Learning. 1st Edn., Springer, Heidelberg, ISBN: 0-387-31073-8.
Enders, C.K., 2010. Applied Missing Data Analysis. Guilford Press, New York, USA.,.
Goeij, M.C.D., M.V. Diepen, K.J. Jager, G. Tripepi and C. Zoccali
et al., 2013. Multiple imputation: Dealing with missing data. Nephrology Dialysis Transplantation, 28: 2415-2420.
CrossRef | Direct Link | Hua, M. and J. Pei, 2007. Cleaning disguised missing data: A heuristic approach. Proceedings of the 13th International Conference On ACM SIGKDD Knowledge Discovery and Data Mining, August 12-15, 2007, ACM, New York, USA., ISBN:978-1-59593-609-7, pp: 950-958.
Lemnaru, C., 2012. Strategies for Dealing with Real World Classification Problems. Ph.D Thesis, Technical University of Cluj-Napoca, Cluj-Napoca, Romania.
Magnani, M., 2004. Techniques for dealing with missing data in knowledge discovery tasks. Department of Computer Science, University of Bologna, Italy, pp: 1-10.
Millsap, R.E. and A.M. Olivares, 2009. The Sage Handbook of Quantitative Methods in Psychology. Sage Publications, Thousand Oaks, California, pp: 72-89.
Rahman, S.A., Y. Huang, J. Claassen and S. Kleinberg, 2014. Imputation of missing values in time series with lagged correlations. Proceedings of the 2014 IEEE International Conference on Data Mining Workshop, December 14-14, 2014, IEEE, New York, USA., ISBN:978-1-4799-4274-9, pp: 753-762.
Troyanskaya, O., M. Cantor, G. Sherlock, P. Brown and T. Hastie
et al., 2001. Missing value estimation methods for DNA microarrays. Bioinformatics, 17: 520-525.
PubMed | Direct Link | Yu, T., H. Peng and W. Sun, 2011. Incorporating nonlinear relationships in microarray missing value imputation. IEEE. ACM. Trans. Comput. Biol. Bioinf., 8: 723-731.
CrossRef | Direct Link | Zhang, S., Z. Jin and X. Zhu, 2011. Missing data imputation by utilizing information within incomplete instances. J. Syst. Software, 84: 452-459.
Direct Link |