Research Article

EEG-Based Epilepsy Recognition via Multiple Kernel Learning

Table 3

Experimental results of epileptic EEG.

AlgorithmPrecision
DS.1DS.2DS.3DS.4

simpleMKL0.9273 0.7920 0.8133 0.8013
easyMKL0.9520 0.8333 0.5333 0.7767
GMKL0.9260 0.7867 0.7507 0.7973
LMKL0.9600 0.8120 0.8200 0.8133
NLMKL0.9507 0.9493 0.8293 0.8480
RBMKL0.9413 0.8440 0.7787 0.8067
GLMKL0.9413 0.8333 0.7627 0.8227
CABMKL0.9373 0.8453 0.7560 0.8027
NB0.95200.89470.80670.7087
DT0.97470.84670.75330.8120
SR-MKL-SVM0.9503 0.9353 0.9153 0.9120