Research Article

Incremental Gene Expression Programming Classifier with Metagenes and Data Reduction

Table 9

Comparison of the proposed GEP-based incremental classifiers with some literature reporting incremental classifiers in terms of the mean classification accuracy.

DatasetInc-GEP1Inc-GEP2Literature reported accIncremental classifierSource

Airlines63.7961.2465.44FTDD[8]
Bank M.88.7989.9886.90IncSVM[9]
Breast C.74.3876.3772.20IncSVM[10]
Chess84.1677.3471.80EDDM[11]
Diabetes62.1365.3375.70IncN-B[12]
Electricity95.3992.6790.70KFCM[13]
Heart78.9577.3383.80IncSVM[10]
Ionosphere89.6187.0692.40IncEnsemble[12]
Luxemburg100.00100.0088.11FISH2[5]