Table 10. Confusion matrix for Dermatology data set.
MulticlusterKDE | PdfCluster | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Diseases | C1 | C2 | C3 | C4 | C5 | C6 | C1 | C2 | C3 | C4 | C5 | C6 |
psoriasis | 95 | 5 | 0 | 1 | 9 | 1 | 52 | 15 | 0 | 1 | 11 | 32 |
seboreic dermatitis | 0 | 29 | 0 | 31 | 0 | 0 | 2 | 38 | 15 | 3 | 2 | 0 |
lichen planus | 0 | 0 | 70 | 1 | 0 | 0 | 31 | 0 | 40 | 0 | 0 | 0 |
pityriasis rosea | 0 | 0 | 0 | 47 | 1 | 0 | 0 | 13 | 27 | 8 | 0 | 0 |
cronic dermatitis | 0 | 0 | 0 | 0 | 48 | 0 | 0 | 1 | 1 | 1 | 45 | 0 |
pityriasis rubra pilaris | 0 | 0 | 0 | 0 | 0 | 20 | 8 | 0 | 10 | 0 | 2 | 0 |
K-means | K-medoids | |||||||||||
C1 | C2 | C3 | C4 | C5 | C6 | C1 | C2 | C3 | C4 | C5 | C6 | |
psoriasis | 32 | 27 | 0 | 17 | 26 | 9 | 28 | 32 | 15 | 16 | 16 | 4 |
seboreic dermatitis | 19 | 19 | 0 | 2 | 16 | 4 | 2 | 17 | 17 | 9 | 13 | 2 |
lichen planus | 17 | 0 | 22 | 4 | 27 | 1 | 6 | 20 | 25 | 14 | 6 | 0 |
pityriasis rosea | 15 | 15 | 0 | 5 | 8 | 5 | 5 | 14 | 8 | 10 | 10 | 1 |
cronic dermatitis | 14 | 11 | 0 | 5 | 10 | 5 | 6 | 14 | 9 | 8 | 10 | 1 |
pityriasis rubra pilaris | 0 | 1 | 0 | 0 | 0 | 19 | 0 | 0 | 0 | 0 | 2 | 18 |
CLARA | DBSCAN | |||||||||||
C1 | C2 | C3 | C4 | C5 | C6 | C1 | C2 | C3 | C4 | C5 | C6 | |
psoriasis | 29 | 31 | 15 | 20 | 12 | 4 | 111 | 0 | 0 | 0 | 0 | 0 |
seboreic dermatitis | 6 | 18 | 12 | 10 | 12 | 2 | 11 | 35 | 0 | 13 | 0 | 1 |
lichen planus | 6 | 20 | 25 | 18 | 2 | 0 | 38 | 0 | 21 | 0 | 12 | 0 |
pityriasis rosea | 7 | 14 | 6 | 10 | 10 | 1 | 10 | 31 | 0 | 7 | 0 | 0 |
cronic dermatitis | 8 | 14 | 7 | 8 | 10 | 1 | 27 | 16 | 0 | 4 | 0 | 1 |
pityriasis rubra pilaris | 0 | 0 | 0 | 0 | 2 | 18 | 3 | 0 | 0 | 0 | 0 | 17 |