Table 4.
Decision rule sets for DT with PNN 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) | pCO2adm (mm Hg) | SBPavg (mm Hg) | pCO2min (mm Hg) | SBPmax (mm Hg) | Y (PVL = 1)/N (PVL = 0) | Class/total | % | ||
| (a) Full | |||||||||
| 1 | <42 | >31 | <73 | <28 | N | 3/4 | 75 | ||
| 2 | <42 | >31 | <73 | >28 | Y | 6/6 | 100 | ||
| 3 | <42 | >31 | >73 | N | 7/7 | 100 | |||
| 4 | <42 | <31 | >39 | N | 2/2 | 100 | |||
| 5 | <42 | <24 | <39 | N | 2/3 | 67 | |||
| 6 | <42 | <31 | <114 | Y | 16/17 | 94 | |||
| >24 | |||||||||
| 7 | <42 | <31 | >114 | N | 1/1 | 100 | |||
| >24 | |||||||||
| 8 | >42 | <78 | N | 6/6 | 100 | ||||
| <46 | |||||||||
| 9 | >46 | <78 | Y | 5/8 | 63 | ||||
| 10 | >46 | >78 | N | 14/15 | 93 | ||||
| Rule # | If | and | and | and | and | then | Class | Membership |
|
| DBPavg (mm Hg) | pCO2adm (mm Hg) | SBPavg (mm Hg) | pCO2min (mm Hg) | SBPmax (mm Hg) | Y (PVL = 1)/N (PVL = 0) | Class/total | % | ||
| (b) Pruned (level 1) | |||||||||
| 1 | <42 | >31 | <73 | <28 | N | 3/4 | 75 | ||
| 2 | <42 | >31 | <73 | >28 | Y | 6/6 | 100 | ||
| 3 | <42 | >31 | >73 | N | 7/7 | 100 | |||
| 4 | <42 | <31 | >39 | N | 2/2 | 100 | |||
| 5 | <42 | <31 | <39 | Y | 17/21 | 81 | |||
| 6 | >42 | N | 23/29 | 79 | |||||
| Rule # | If | and | and | then | Class | Membership |
|
|---|---|---|---|---|---|---|---|
| DBPavg (mm Hg) | pCO2adm (mm Hg) | SBPavg (mm Hg) | Y (PVL = 1)/N (PVL = 0) | Class/total | % | ||
| (c) Pruned (level 2) | |||||||
| 1 | <42 | >31 | <73 | Y | 7/10 | 70 | |
| 2 | <42 | >31 | >73 | N | 7/7 | 100 | |
| 3 | <42 | <31 | Y | 17/23 | 74 | ||
| 4 | >42 | N | 23/29 | 79 | |||