Table 3.
Decision rule sets for DT with MLP selected features (a) full, (b) pruned (level 1) and (c) pruned (level 2)
| Rule # | If | and | and | and | and | then | Class | Membership |
|
|---|---|---|---|---|---|---|---|---|---|
| DBPavg (mm Hg) | DBPkrt | pCO2max (mm Hg) | SBPmax (mm Hg) | DBPavg (mm Hg) | Y (PVL = 1)/N (PVL = 0) | Class/total | % | ||
| (a) Full | |||||||||
| 1 | <42 | >2.7 | Y | 8/9 | 90 | ||||
| 2 | <42 | <2.7 | >58 | Y | 4/4 | 100 | |||
| 3 | <42 | <2.7 | <58 | <73 | Y | 6/7 | 86 | ||
| 4 | <42 | <2.7 | <58 | <73 | <30 | Y | 2/2 | 100 | |
| 5 | <42 | <2.7 | <58 | <73 | >30 | N | 14/18 | 78 | |
| 6 | >42 | <-0.5 | N | 9/9 | 100 | ||||
| 7 | >42 | <1.9 | Y | 6/9 | 67 | ||||
| >-0.5 | |||||||||
| 8 | >42 | >1.9 | N | 11/11 | 100 | ||||
| Rule # | If | and | and | and | and | then | Class | Membership |
|
| DBPavg (mm Hg) | DBPkrt | pCO2max (mm Hg) | SBPmax (mm Hg) | DBPavg (mm Hg) | Y (PVL = 1)/N (PVL = 0) | Class/total | % | ||
| (b) Pruned (level 1) | |||||||||
| 1 | <42 | >2.7 | Y | 8/9 | 90 | ||||
| 2 | <42 | <2.7 | >58 | Y | 4/4 | 100 | |||
| 3 | <42 | <2.7 | <58 | <73 | Y | 6/7 | 86 | ||
| 4 | <42 | <2.7 | <58 | <73 | <30 | Y | 2/2 | 100 | |
| 5 | <42 | <2.7 | <58 | <73 | >30 | N | 14/18 | 78 | |
| 6 | >42 | N | 23/29 | 79 | |||||
| Rule # | If | and | and | and | and | then | Class | Membership |
|
| DBPavg (mm Hg) | DBPkrt | pCO2max (mm Hg) | SBPmax (mm Hg) | DBPavg (mm Hg) | Y (PVL = 1)/N (PVL = 0) | Class/total | % | ||
| (c) Pruned (level 2) | |||||||||
| 1 | <42 | >2.7 | Y | 8/9 | 90 | ||||
| 2 | <42 | <2.7 | >58 | Y | 4/4 | 100 | |||
| 3 | <42 | <2.7 | <58 | <73 | Y | 6/7 | 86 | ||
| 4 | <42 | <2.7 | <58 | >73 | N | 14/20 | 70 | ||
| 5 | >42 | N | 23/29 | 79 | |||||