Research Article

Hemodialysis Key Features Mining and Patients Clustering Technologies

Table 9

Association rule of each cluster-k.

α * Sup (α*)Conf.

Cluster-1 ( )

BUN = 60 ± 1.5 → Dialysis = Yes 48791%
Dialysis = Yes → AST (GOT) = 24.5 ± 10 70874%
AST (GOT) = 24.5 ± 10 → Dialysis = Yes 52373%
Na (Blood) =140 ± 2.5 → Dialysis = Yes 45570%
Dialysis = Yes→ BUN = 60 ± 1.5 48769%
Na (Blood) = 140 ± 2.5 → AST (GOT) = 24.5 ± 10 43466%

Cluster-2 ( )

CRE = 0.85 ± 0.15 → Dialysis = No 48791%
UA = 6.5 ± 0.25 TG = 159.75 ± 25 → Dialysis = No134197%
AC-GLU = 136 ± 25 → Dialysis = No 126594%
TG = 159.75 ± 25 → Dialysis = No 169693%
UA = 6.5 ± 0.25 → Dialysis = No 192093%
AST (GOT) = 45 ±10 → Dialysis = No 147992%
K (Boold) = 4.14 ± 0.25 → Dialysis = No 193891%
TG = 159.75 ± 25 Dialysis = No→ UA = 6.5 ± 0.25 134179%
TG = 159.75 ± 25 → UA = 6.5 ± 0.25 137876%
TG = 159.75 ± 25 → UA = 6.5 ± 0.25 Dialysis = No 134174%
UA = 6.5 ± 0.25 Dialysis = No → TG =159.75 ± 25 134170%
UA = 6.5 ± 0.25 → TG = 159.75 ± 25 137867%
UA = 6.5 ± 0.25 → TG = 159.75 ± 25 Dialysis = No 134165%
CRE = 0.85 ± 0.15 →Dialysis = No 48791%
UA = 6.5 ± 0.25 TG = 159.75 ± 25 → Dialysis = No 134197%

Cluster-3 ( )

CRE = 0.85 ± 0.15 → Dialysis = No 732100%
CRE = 0.85 ± 0.15 K (Boold) = 5 ± 0.25 → Dialysis = No 560100%
K (Boold) = 4.14 ± 0.25 → Dialysis = No 91095%
AST (GOT) = 24.5 ± 10 K (Boold) = 4.14 ± 0.25 → Dialysis = No 50794%
AST (GOT) = 24.5 ± 10 → Dialysis = No 50592%
AST (GOT) = 24.5 ± 10 → Dialysis = No 67986%
CRE = 0.85 ± 0.15 → K (Boold) = 4.14 ± 0.25 56077%
CRE = 0.85 ± 0.15 Dialysis = No→ K (Boold) = 4.14 ± 0.25 56077%
CRE = 0.85 ± 0.15 → K (Boold) = 4.14 ± 0.25 Dialysis = No 56077%
AST (GOT) = 24.5 ± 10 Dialysis = No→ K (Boold) = 4.14 ± 0.25 50775%
Dialysis = No→ K (Boold) = 4.14 ± 0.25 91074%
AST (GOT) = 24.5 ± 10 → K (Boold) = 4.14 ± 0.25 53968%

Cluster-4 ( )

AST (GOT) = 45 ± 10 K (Boold) = 4.14 ± 0.25 → Dialysis = No 36498%
K (Boold) = 4.14 ± 0.25 → Dialysis = No 50391%
AST (GOT) = 45 ± 10 → Dialysis = No 53790%
K (Boold) = 4.14 ± 0.25 Dialysis = No → AST (GOT) = 45 ± 10 36472%
Dialysis = No→ AST (GOT) = 45 ± 10 53771%
AST (GOT) = 45 ± 10 Dialysis = No→ K (Boold) = 4.14 ± 0.25 36468%
K (Boold) = 4.14 ± 0.25 → AST (GOT) = 45 ± 10 37268%
Dialysis = No→ K (Boold) = 4.14 ± 0.25 50367%
K (Boold) = 4.14 ± 0.25 → AST (GOT) = 45 ± 10 Dialysis = No 36466%