Page 129 - Data Science Algorithms in a Week

Texture Descriptors for The Generic Pattern Classification Problem 113

wdbc 87.8 95.5 98.2 98.0 98.7
bCI 74.9 92.7 93.8 96.1 96.5

pap 71.0 82.0 82.0 78.4 87.4
torn 93.6 90.0 93.6 93.6 93.9
gCr 77.0 71.3 77.0 77.6 77.7

Average 73.1 84.0 81.4 85.2 86.1

HOG Tr CW RS DCT FFT
DATASET AUC AUC AUC AUC AUC
breast 98.4 99.4 99.3 99.3 99.3
heart 88.5 90.8 89.8 89.9 90.3

pima 75.5 79.4 80.0 79.7 79.6
sonar 71.0 94.2 92.8 93.6 93.1
iono 94.1 97.9 98.2 98.6 98.4
liver 58.9 72.7 73.7 72.4 73.5

hab 60.1 66.4 69.6 68.0 68.8
vote 82.8 97.8 98.8 97.4 97.6
aust 85.5 91.0 91.0 91.1 91.2
trans 62.7 66.8 68.8 68.2 69.7
wdbc 95.6 99.4 98.7 99.3 99.4

bCI 82.8 96.6 95.7 97.0 97.4
pap 71.3 84.4 87.5 87.4 87.6
torn 86.4 91.8 94.4 94.4 94.4
gCr 63.1 72.6 78.2 78.4 78.5

Average 78.4 86.7 87.8 87.6 87.9

WAVE Tr CW RS DCT FFT

DATASET AUC AUC AUC AUC AUC
breast 98.8 99.4 98.2 99.3 99.4
heart 88.0 89.7 86.9 88.3 89.8
pima 74.3 82.2 82.0 82.0 82.3
sonar 69.6 90.7 91.5 91.6 91.7
iono 87.1 97.3 98.4 97.7 97.2

liver 48.2 73.4 69.0 74.0 74.2