Genetic_Programming_Theory_and_Practice_XIII
Predicting Product Choice with Symbolic Regression and Classification 209 Ta b l e 3 Market shares from direct choice task and a ...
210 P. Truscott and M.F. Korns Ta b l e 4 Market shares from direct choice task and non-linear discriminant analysis Ta b l e 5 ...
Predicting Product Choice with Symbolic Regression and Classification 211 Ta b l e 6 Market shares from direct choice task and n ...
212 P. Truscott and M.F. Korns Ta b l e 7 Market shares from direct choice task and CART search This the goal specified a node-d ...
Predicting Product Choice with Symbolic Regression and Classification 213 Ta b l e 8 Market shares from direct choice task and N ...
214 P. Truscott and M.F. Korns Ultimately, the product prediction process was improved by a regression approach using least squa ...
Predicting Product Choice with Symbolic Regression and Classification 215 Stand by time a. Under 50 h b. 50–99 h c. 100–199 h d ...
216 P. Truscott and M.F. Korns Touchscreen a. Has a touchscreen b. No touchscreen SIM format a. Single SIM b. Dual SIM 3G ...
Predicting Product Choice with Symbolic Regression and Classification 217 For the Spice MI-495, data was missing for the USB con ...
Multiclass Classification Through Multidimensional Clustering Sara Silva, Luis Muñoz, Leonardo Trujillo, Vijay Ingalalli, Mauro ...
220 S. Silva et al. Probably the most straightforward formulation for a GP search is to apply it in supervised machine learning ...
Multiclass Classification Through Multidimensional Clustering 221 However, the focus of this short literature review is on anoth ...
222 S. Silva et al. the performance of a standard GP classifier, it is not tested on problems with many classes (highest isMD 3 ...
Multiclass Classification Through Multidimensional Clustering 223 −1.5 −1 −0.5 0 0.5 1 x 10^9 −16−14−12−10 −8 −6 −4 −2 x 10^5 −3 ...
224 S. Silva et al. 4 M3GP: M2GP with Multidimensional Populations As described in the previous section, the original M2GP uses ...
Multiclass Classification Through Multidimensional Clustering 225 As mentioned previously, M3GP begins with a population that on ...
226 S. Silva et al. Preliminary experiments have revealed that pruning the best individual of each generation shifts the distrib ...
Multiclass Classification Through Multidimensional Clustering 227 Specialized class transformations New set of specialized class ...
228 S. Silva et al. Specialized class transformations Evaluated Tree Overall Accuracy This is equivelent to 57% M3GP 46% 61% 68% ...
Multiclass Classification Through Multidimensional Clustering 229 Ta b l e 1 Data sets used for the experimental analysis Data s ...
«
5
6
7
8
9
10
11
12
13
14
»
Free download pdf