Research Article

Evolutionary Feature Selection for Big Data Classification: A MapReduce Approach

Table 8

AUC values for the Spark classifiers using ECBDL14-ROS.

ThresholdFeaturesLogistic RegressionNaive BayesSVM ()SVM ()
TrainingTestTrainingTestTrainingTestTrainingTest

0.006310.58210.58080.67140.65060.59660.60460.58750.5897
0.552340.64160.63520.66730.64890.63690.63070.62280.6148
0.601190.63090.62350.67320.65160.58840.58410.61160.6054
0.65460.50170.50220.61360.60930.50320.50390.50000.5000