1 |
T. F. Johnson, N. J. B. Isaac, A. Paviolo & M. Gonzalez-Suarez. (2020). Handling missing values in trait data. Global Ecology & Biogeography, 1-12. DOI : 10.1111/geb.13185
DOI
|
2 |
S. Huang & C. Cheng. (2020). A Safe-Region Imputation Method for Handling Medical Data with Missing Values. Symmetry, 12(11), 1792. DOI : 10.3390/sym12111792
DOI
|
3 |
J. R. Quinlan. (1993). C4.5 : Program for Machine Learning. San Mateo : Morgan Kaufmann.
|
4 |
J. C. Lee, D. H. Seo, C. H. Song & W. D. Lee. (2007). FLDF based Decision Tree using Extended Data Expression. The 6th Conference on Machine Learning & Cybernetics. (pp.3478-3483).
|
5 |
D. Kim, D. Lee & W. D. Lee. (2006). Classifier using Extended Data Expression. In 2006 IEEE Mountain Workshop on Adaptive and Learning Systems. (pp. 154-159). DOI : 10.1109/SMCALS.2006.250708
DOI
|
6 |
J. C. Lee. (2018). Application Examples Applying Extended Data Expression Technique to Classification Problems. Journal of the Korea convergence society, 9(12), 9-15. DOI : 10.15207 /JKCS.2018.9.12.009
DOI
|
7 |
J. C. Lee. (2019). Deep Learning Model for Incomplete Data, Journal of the Korea Convergence Society, 10(2), 1-6. DOI : 10.15207 /JKCS.2019.10.2.001
DOI
|
8 |
J. C. Lee & W. D. Lee. (2010). Classifier handling incomplete data. Journal of the Korea Institute of Information and Communication Engineering, 14(1), 53-62.
DOI
|
9 |
J. You, X. Ma, D. Y. Ding, M. Kochenderfer & J. Leskovec. (2020). Handling Missing Data with Graph Representation Learning. arXiv preprint arXiv:2010.16418.
|
10 |
J. Han, J. Pei & M. Kamber. (2011). Data Mining: Concepts and Techniques. Waltham : Elsevier.
|
11 |
T. Delavallade & T. H. Dang. (2007). Using Entropy to Impute Missing Data in a Classification Task. IEEE International Fuzzy Systems Conference. (pp. 1-6). DOI : 10.1109/FUZZY.2007.4295430
DOI
|
12 |
A. Sportisse, C. Boyer, A. Dieuleveut & J. Josse. (2020). Debiasing Averaged Stochastic Gradient Descent to handle missing values. 34th Conference on Neural Information Processing Systems. (pp. 1-11). Vancouver.
|
13 |
J. C. Lee. (2021). A data extension technique to handle incomplete data. Journal of the Korea Convergence Society, 12(2), 7-13. DOI: 10.15207 /JKCS.2021.12.2.007
DOI
|
14 |
Center for Machine Learning and Intelligent Systems, University of California, Irvine. (2020). UCI Machine Learning Repository. https:// archive.ics.uci.edu/ml/datasets.php
|
15 |
R. Kohavi & J. R. Quinlan. (2002). Data mining tasks and methods: Classification: Decision-tree discovery, Handbook of data mining and knowledge discovery. New York : Oxford University Press, 267-276.
|