Differentiating Glioblastoma Multiforme from Brain Metastases Using Multidimensional Radiomics Features Derived from MRI and Multiple Machine Learning Models

Table 5

AUC of ROC in 31 different filter banks.

	Ada	Knn	Nb	Dt	LR	SVM	RF	MLP
bior1.3	0.936	0.900667	0.670833	0.9075	0.946	0.920833	0.947167	0.955333
bior1.5	0.968417	0.950083	0.715833	0.92325	0.95825	0.8265	0.975583	0.9505
bior2.2	0.927417	0.881417	0.694417	0.903667	0.927833	0.563917	0.942	0.912833
bior2.4	0.9445	0.916083	0.74525	0.912833	0.949167	0.753333	0.9425	0.925083
bior2.6	0.95275	0.93025	0.747333	0.890833	0.93675	0.757083	0.952	0.950083
bior3.1	0.93375	0.911583	0.658083	0.886417	0.895333	0.809167	0.959	0.913417
bior3.3	0.93	0.947667	0.71075	0.87775	0.959417	0.784583	0.969333	0.936583
bior3.5	0.93325	0.938917	0.669167	0.904333	0.952667	0.779583	0.94325	0.952833
bior3.7	0.933083	0.946833	0.6945	0.888	0.9525	0.784167	0.946667	0.933167
bior4.4	0.9355	0.9555	0.68875	0.914917	0.938917	0.776917	0.947417	0.94925
bior5.5	0.938	0.940917	0.683917	0.905417	0.937167	0.786833	0.95575	0.95675
coif1	0.928	0.904917	0.673167	0.896667	0.930333	0.881	0.948667	0.964
coif2	0.944833	0.960417	0.694583	0.89725	0.95975	0.799167	0.95275	0.950417
coif3	0.9485	0.945833	0.690417	0.9005	0.9625	0.883333	0.950583	0.96375
coif4	0.924167	0.933417	0.670917	0.891333	0.949833	0.93825	0.964583	0.958917
coif5	0.9485	0.87825	0.660833	0.876083	0.901667	0.879417	0.959167	0.927667
db2	0.933417	0.913583	0.637167	0.855167	0.933833	0.955667	0.95225	0.9435
db3	0.920917	0.94925	0.690417	0.878083	0.91175	0.707583	0.948917	0.937833
db4	0.93575	0.92925	0.69525	0.889333	0.943	0.765	0.93825	0.921583
db5	0.927667	0.941583	0.68125	0.920833	0.991333	0.779167	0.949	0.954667
db6	0.939333	0.948167	0.681	0.903	0.932833	0.79375	0.94175	0.938
db7	0.927	0.955083	0.711167	0.894417	0.952583	0.806917	0.958417	0.952417
db8	0.961833	0.931917	0.700083	0.90575	0.939	0.862583	0.970583	0.931833
db9	0.929083	0.945333	0.7005	0.878667	0.929583	0.944083	0.969167	0.934583
sym2	0.938667	0.89875	0.626667	0.85375	0.935667	0.92275	0.949583	0.940333
sym3	0.917583	0.951583	0.6835	0.875917	0.940333	0.806917	0.949917	0.9325
sym4	0.950083	0.957833	0.7125	0.909167	0.950417	0.8325	0.953833	0.96075
sym5	0.937167	0.921917	0.702833	0.895917	0.933167	0.785833	0.9555	0.913667
sym6	0.938417	0.950417	0.700667	0.886167	0.935667	0.803667	0.941583	0.912917
sym7	0.944	0.945167	0.698083	0.902083	0.967333	0.806667	0.957917	0.9535
sym8	0.925417	0.928167	0.709	0.89	0.928167	0.783	0.950417	0.910083