1 |
AbouEisha, H., Amin, T., Chikalov, I., Hussain, S., Moshkov, M., Extensions of Dynamic Programming for Combinatorial Optimization and Data Mining, Intelligent Systems Reference Library, Springer, vol. 146, 2019.
|
2 |
Alsolami, F., Azad, M., Chikalov, I., Moshkov, M., Decision and Inhibitory Trees and Rules for Decision Tables with Many-valued Decisions, Intelligent Systems Reference Library, vol. 156. Springer, 2020.
|
3 |
Azad, M., Chikalov, I., Moshkov, M., "Decision trees for knowledge representation," in Proc. of Ropiak, K., Polkowski, L., Artiemjew, P. (Eds.), 28th International Workshop on Concurrency, Specification and Programming, CS&P 2019, Olsztyn, Poland, September 24-26, 2019.
|
4 |
Dua, D., Graff, C., UCI Machine Learning Repository, University of California, Irvine, School of Information and Computer Sciences, 2019. http://archive.ics.uci.edu/ml
|
5 |
A. Alkhalid, T. Amin, I. Chikalov, S. Hussain, M. Moshkov, and B. Zielosko, "Dagger: A tool for analysis and optimization of decision trees and rules," in Proc. of Computational Informatics, Social Factors and New Information Technologies: Hypermedia Perspectives and Avant-Garde Experiences in the Era of Communicability Expansion. Blue Herons Editions, Bergamo, Italy, pp. 29-39, 2011.
|
6 |
Azad, M, Decision and Inhibitory Trees for Decision Tables with Many-Valued Decisions, Doctoral Dissertation, King Abdullah University of Science & Technology, Thuwal, Saudi Arabia), 2018. Retrieved from http://hdl.handle.net/10754/628023
|
7 |
M. Azad, I. Chikalov, S. Hussain, and M. Moshkov., "Multi-pruning of decision trees for knowledge representation and classification," in Proc. of 3rd IAPR Asian Conference on Pattern Recognition, ACPR 2015, Kuala Lumpur, Malaysia, November 3-6, 2015, pp. 604-608, 2015.
|
8 |
Moret, B.M.E., Thomason, M.G., Gonzalez, R.C., "The activity of a variable and its relation to decision trees," ACM Trans. Program. Lang. Syst., 2(4), 580-595, 1980.
DOI
|
9 |
Chikalov, I., Hussain, S., Moshkov, M., "Totally optimal decision trees for Boolean functions," Discret. Appl. Math., 215, 1-13, 2016.
DOI
|
10 |
Hyafil, L.,Rivest, R.L., "Constructing optimal binary decision trees is NP-complete," Inf. Process. Lett., 5(1), 15-17, 1976.
DOI
|
11 |
Riddle, P., Segal, R., Etzioni, O., "Representation design and brute-force induction in a Boeing manufacturing domain," Appl. Artif. Intel., 8, 125-147, 1994.
DOI
|
12 |
Chai, B., Zhuang, X., Zhao, Y., Sklansky, J., "Binary linear decision tree with genetic algorithm," in Proc. of 13th International Conference on Pattern Recognition, ICPR 1996, Vienna, Austria, August 25-29, vol. 4, pp. 530-534, 1996.
|
13 |
Boryczka, U., Kozak, J., "New algorithms for generation decision trees - ant-miner and its modifications," Abraham A., Hassanien A.E, de Leon Ferreira de Carvalho A.C.P., Snasel V. (eds.) Foundations of Computational Intelligence-Volume 6: Data Mining, pp. 229-262, 2009.
|
14 |
Breiman, L., Friedman, J.H., Olshen, R.A., Stone, C.J., Classification and Regression Trees, Wadsworth and Brooks, Monterey, CA, 1984.
|
15 |
Breitbart, Y., Reiter, A., "A branch-and-bound algorithm to obtain an optimal evaluation tree for monotonic boolean functions," Acta Inf., 4, 311-319, 1975.
DOI
|
16 |
Garey, M.R., "Optimal binary identification procedures," SIAM J. Appl. Math, 23(2), 173-186, 1972.
DOI
|
17 |
Heath, D.G., Kasif, S., Salzberg, S., "Induction of oblique decision trees," in Proc. of Bajcsy R. (ed.) 13th International Joint Conference on Artificial Intelligence, IJCAI 1993, Chambery, France, August 28-September 3, 1993, Morgan Kaufmann, pp. 1002-1007, 1993.
|
18 |
Martelli, A., Montanari, U., "Optimizing decision trees through heuristically guided search," Commun. ACM, 21(12), 1025-1039, 1978.
DOI
|
19 |
Schumacher, H., Sevcik, K.C., "The synthetic approach to decision table conversion," Commun. ACM, 19(6), 343-351, 1976.
DOI
|
20 |
Pawlak, Z., Rough Sets - Theoretical Aspects of Reasoning About Data, Kluwer Academic Publishers, Dordrecht, 1991.
|
21 |
Riddle, P., Segal, R., Etzioni, O., "Representation design and brute-force induction in a Boeing manufacturing domain," Appl. Artif. Intel, 8(1), 125-147, 1994.
DOI
|
22 |
Pawlak, Z., Skowron, A., "Rudiments of rough sets," Inf. Sci., 177(1), 3-27, 2007.
DOI
|
23 |
Moshkov, M., "Time complexity of decision trees," Peters, J.F., Skowron, A. (eds.) Trans. Rough Sets III. Lecture Notes in Computer Science, vol. 3400, pp. 244-459, 2005.
|
24 |
J. Demsar, "Statistical comparisons of classifiers over multiple data sets," Journal of Machine Learning Research, vol. 7, pp. 1-30, Dec. 2006.
|