Genetic_Programming_Theory_and_Practice_XIII
230 S. Silva et al. For the comparison with the state-of-the-art classifiers, we have used Weka 3.6.10. Weka is also open source ...
Multiclass Classification Through Multidimensional Clustering 231 Ta b l e 2 Comparison among various classifiers !Data Set HRT ...
232 S. Silva et al. 7.2 Results of M3GP The comparison between M3GP and M2GP will be presented in terms of fitness, expressed as ...
Multiclass Classification Through Multidimensional Clustering 233 Ta b l e 3 Comparison between M2GP, M3GP and eM3GPHRT IM-3 WAV ...
234 S. Silva et al. 0 400 Frequency inGeneration 15 IM−10 0 400 Frequency inGeneration 15 VOW 0 400 Frequency inGeneration 25 0 ...
Multiclass Classification Through Multidimensional Clustering 235 Ta b l e 4 Comparison between the three methods and state-of-t ...
236 S. Silva et al. remarking that the models provided by M3GP are potentially much easier to interpret than the ones provided b ...
Multiclass Classification Through Multidimensional Clustering 237 VOW M-L 0 5 10 15 20 25 0 50 100 150 200 250 300 350 400 450 5 ...
238 S. Silva et al. References Alcala-Fdez J, Fernandez A, Luengo J, Derrac J, Garcia S, Sanchez L, Herrera F (2011) Keel data- ...
Multiclass Classification Through Multidimensional Clustering 239 Shen S, Sandham W, Granat M, Dempsey MF, Patterson J (2003) A ...
Prime-Time: Symbolic Regression Takes Its Place in the Real World Sean Stijven, Ekaterina Vladislavleva, Arthur Kordon, Lander W ...
242 S. Stijven et al. the model development is a huge advantage of multi-objective symbolic regression and provides the foundati ...
Prime-Time: Symbolic Regression Takes Its Place in the Real World 243 2.2 Corporate Goal The generic goal of any symbolic regres ...
244 S. Stijven et al. Fig. 1 Theleft plotillustrates the correlation matrix for the available inputs for a biofuels analysis. Ma ...
Prime-Time: Symbolic Regression Takes Its Place in the Real World 245 Fig. 2 Although additional attributes may be used as crite ...
246 S. Stijven et al. Fig. 3 The model dimensionality table shows the modeling potential achieved as a function of the number of ...
Prime-Time: Symbolic Regression Takes Its Place in the Real World 247 Fig. 4 The founders effect means that each model developme ...
248 S. Stijven et al. Fig. 6 The constituent models of an ensemble will diverge when asked to extrapolate. This is illustrated f ...
Prime-Time: Symbolic Regression Takes Its Place in the Real World 249 contemporaneous and (2) when the relationships are dynamic ...
250 S. Stijven et al. The basic reproduction number R 0 is the most important indicator of how dangerous the infectious disease ...
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