Graphics Reference
In-Depth Information
12. Schölkopf, B., Smola, A.J.: Learning with kernels : support vector machines, regularization,
optimization, and beyond. Adaptive computation and machine learning. MIT Press, Cambridge
(2002)
13. Frenay, B., Verleysen, M.: Classification in the presence of label noise: A survey. Neural Netw.
Learn. Syst., IEEE Trans.
25
(5), 845-869 (2014)
14. Garcia, E.K., Feldman, S., Gupta, M.R., Srivastava, S.: Completely lazy learning. IEEE Trans.
Knowl. Data Eng.
22
(9), 1274-1285 (2010)
15. Alcalá, R., Alcalá-Fdez, J., Casillas, J., Cordón, O., Herrera, F.: Hybrid learning models to get
the interpretability-accuracy trade-off in fuzzy modeling. Soft Comput.
10
(9), 717-734 (2006)
16. Rivas, A.J.R., Rojas, I., Ortega, J., del Jesús, M.J.: A new hybrid methodology for cooperative-
coevolutionary optimization of radial basis function networks. Soft Comput.
11
(7), 655-668
(2007)
17. Bernadó-Mansilla, E., Ho, T.K.: Domain of competence of xcs classifier system in complexity
measurement space. IEEE Trans. Evol. Comput.
9
(1), 82-104 (2005)
18. Ventura, S., Romero, C., Zafra, A., Delgado, J.A., Hervas, C.: Jclec: A java framework for
evolutionary computation. Soft Comput.
12
(4), 381-392 (2007)
19. Pyle, D.: Data preparation for data mining. Morgan Kaufmann Publishers Inc., San Francisco
(1999)
20. Zhang, S., Zhang, C., Yang, Q.: Data preparation for data mining. Appl. Artif. Intel.
17
(5-6),
375-381 (2003)
21. Luke, S., Panait, L., Balan, G., Paus, S., Skolicki, Z., Bassett, J., Hubley, R., Chircop, A.: ECJ:
A Java based evolutionary computation research system.
http://cs.gmu.edu/eclab/projects/ecj
22. Meyer, M., Hufschlag, K.: A generic approach to an object-oriented learning classifier system
library. J. Artif. Soc. Soc. Simul. 9(3) (2006)
http://jasss.soc.surrey.ac.uk/9/3/9.html
23. Llorá, X.: E2k: Evolution to knowledge. SIGEVOlution
1
(3), 10-17 (2006)
24. Kohavi, R.: A study of cross-validation and bootstrap for accuracy estimation and model
selection. In: Proceedings of the 14th International Joint Conference on Artificial Intelligence.
IJCAI'95, vol. 2, pp. 1137-1143. Morgan Kaufmann Publishers Inc., San Francisco, CA, USA
(1995)
25. Dietterich, T.G.: Approximate statistical tests for comparing supervised classification learning
algorithms. Neural Comput.
10
(7), 1895-1923 (1998)
26. Ortega, M., Bravo, J. (eds.): Computers and education in the 21st century. Kluwer, Dordrecht
(2000)
27. Mierswa, I., Wurst, M., Klinkenberg, R., Scholz, M., Euler, T.: Yale: Rapid prototyping for
complex data mining tasks. In: Ungar, L., Craven, M., Gunopulos, D., Eliassi-Rad, T. (eds.)
KDD '06: Proceedings of the 12th ACM SIGKDD International Conference on Knowledge
Discovery and Data Mining, pp. 935-940. NY, USA, New York (2006)
28. Rakotomalala, R.: Tanagra : un logiciel gratuit pour l'enseignement et la recherche. In: S.
Pinson, N. Vincent (eds.) EGC, Revue des Nouvelles Technologies de l'Information, pp. 697-
702. Cpadus-ditions (2005)
29. Batista, G.E.A.P.A., Prati, R.C., Monard, M.C.: A study of the behaviour of several methods
for balancing machine learning training data. SIGKDD Explor.
6(1)
, 20-29 (2004)
30. He, H., Garcia, E.A.: Learning from imbalanced data. IEEE Trans. Knowl. Data Eng.
21
(9),
1263-1284 (2009)
31. Sun, Y., Wong, A.K.C., Kamel, M.S.: Classification of imbalanced data: A review. Int. J. Pattern
Recognit. Artif. Intel.
23
(4), 687-719 (2009)
32. Dietterich, T., Lathrop, R., Lozano-Perez, T.: Solving the multiple instance problem with axis-
parallel rectangles. Artif. Intell.
89
(1-2), 31-71 (1997)
33. Sánchez, L., Couso, I.: Advocating the use of imprecisely observed data in genetic fuzzy
systems. IEEE Trans. Fuzzy Syst.
15
(4), 551-562 (2007)
34. Demsar, J.: Statistical comparisons of classifiers over multiple data sets. J. Mach. Learn. Res.
7
, 1-30 (2006)
35. García, S., Fernández, A., Luengo, J., Herrera, F.: Advanced nonparametric tests for multi-
ple comparisons in the design of experiments in computational intelligence and data mining:
Experimental analysis of power. Inf. Sci.
180
(10), 2044-2064 (2010)
