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. 2023 Jan 30;89:101754. doi: 10.1016/j.pmcj.2023.101754

Table 4.

Features extraction results with Cambridge KDD and Cambridge npj.

D Features Cough
Breath
Both
Clf PCA PR-AUC Clf PCA PR-AUC Clf PCA PR-AUC
Cambridge KDD HC AB .60 .78 AB .80 .85 RF .60 .83
YAMNET LR .99 .74 SVM .99 .78 LR .95 .73
VGGish
AB
.99
.89
LR
.65
.85
AB
.95
.86
L3 E 512 L LR .70 .86 LR .95 .87 RF .90 .88
L3 E 512 M128 LR .60 .85 LR .85 .88 LR .80 .86
L3 E 512 M256 RF .80 .91 SVM .85 .88 AB .99 .89
L3 E 6144 L RF .75 .88 RF .75 .84 SVM .99 .86
L3 E 6144 M128 RF .70 .77 AB .85 .83 AB .90 .81
L3 E 6144 M256 LR .90 .94 LR .80 .92 LR .85 .93
L3 M 512 L LR .70 .82 RF .80 .89 SVM .65 .86
L3 M 512 M128 SVM .95 .77 SVM .60 .81 SVM .99 .80
L3 M 512 M256 LR .95 .86 RF .95 .87 LR .90 .89
L3 M 6144 L LR .75 .91 SVM .85 .89 LR .70 .88
L3 M 6144 M128 RF .90 .93 LR .85 .92 AB .95 .91
L3 M 6144 M256 LR .65 .92 LR .90 .92 LR .85 .93

Cambridge npj HC SVM .70 .64 SVM .99 .62 LR .70 .63
YAMNET SVM .60 .62 SVM .99 .63 SVM .75 .63
VGGish
SVM
.70
.62
SVM
.99
.65
SVM
.65
.65
L3 E 512 L SVM .75 .70 SVM .65 .65 SVM .65 .63
L3 E 512 M128 SVM .99 .67 LR .99 .64 SVM .90 .67
L3 E 512 M256 LR .99 .65 SVM .99 .67 SVM .90 .65
L3 E 6144 L LR .95 .65 SVM .80 .63 LR .80 .65
L3 E 6144 M128 LR .95 .65 SVM .75 .62 SVM .85 .66
L3 E 6144 M256 LR .95 .66 LR .85 .64 SVM .80 .66
L3 M 512 L SVM .95 .65 SVM .65 .62 SVM .90 .64
L3 M 512 M128 LR .99 .66 LR .60 .62 SVM .80 .64
L3 M 512 M256 SVM .65 .66 SVM .90 .66 SVM .75 .64
L3 M 6144 L SVM .90 .65 SVM .65 .62 LR .99 .64
L3 M 6144 M128 LR .95 .68 SVM .85 .66 SVM .85 .68
L3 M 6144 M256 LR .95 .67 SVM .90 .63 SVM .75 .66