Research Article

New Dandelion Algorithm Optimizes Extreme Learning Machine for Biomedical Classification Problems

Table 6

Results comparisons between DA-ELM and fusion classifier for biomedical classification.

DatasetsAlgorithms Training Testing
Rate (%)DevRate (%)Dev

EEGDA-ELM69.780.005270.220.0062
Max-ELM70.130.00570.580.0053
Min-ELM68.970.008769.720.0062
Med-ELM69.930.006370.420.0059
MV-ELM69.140.009169.130.0056

BloodDA-ELM79.810.014081.680.0133
Max-ELM81.630.013881.960.0125
Min-ELM80.560.013981.730.0142
Med-ELM80.790.014281.810.0131
MV-ELM79.060.016881.040.0125

StatlogDA-ELM86.220.021688.150.0175
Max-ELM87.160.020889.950.0137
Min-ELM86.560.021388.620.0142
Med-ELM86.750.021888.160.0151
MV-ELM88.740.020987.560.0143

SPECTDA-ELM81.350.025585.220.0243
Max-ELM81.560.020986.830.0226
Min-ELM81.730.022686.520.0235
Med-ELM81.250.023785.690.0239
MV-ELM80.680.021384.480.0232