Research Article

Statistical Fractal Models Based on GND-PCA and Its Application on Classification of Liver Diseases

Table 1

Parameters optimization result of SVM for multiclassification using ACO.

ClassifierBest C Best NFD AccFD AccWFD Acc

ACO-SVM1622.571.311496.44%97.64%97.85%
ACO-SVM2783.965.234998.02%98.52%98.64%
ACO-SVM3100.2301.225597.74%99.87%99.87%
ACO-SVM414.0200.237899.76%99.83%99.98%
ACO-SVM5984.691.142494.3%96.57%96.65%
ACO-SVM6876.781.076598.82%99.33%99.64%