Research Article

Incremental Gene Expression Programming Classifier with Metagenes and Data Reduction

Table 3

Computational experiment results (mean accuracy and standard deviation, %).

Dataset nameInc-GEP1Inc-GEP2Inc-GEP3
Accuracy+/-Accuracy+/-Accuracy+/-

Airlines62.562.33963.792.02961.243.108
Banknote auth93.071.43693.011.35693.411.199
Bank M93.311.86788.790.46189.980.985
Breast cancer82.130.72074.380.65476.370.536
Chess85.941.67684.160.89777.340.549
Diabetes85.010.93262.130.24565.330.453
Electricity88.133.24795.391.29892.671.541
Heart83.911.12778.951.45777.330.914
Image86.62.35879.041.29875.581.598
Internet Adv.91.470.79395.670.03394.920.055
Ionosphere92.91.00289.610.97287.060.839
Luxemburg100.000.000100.000.000100.000.000
Sea81.121.39383.280.35684.560.541
Usenet278.152.36274.241.88569.781.177