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. Author manuscript; available in PMC: 2009 Jul 24.
Published in final edited form as: Artif Intell Med. 2009 Jan 21;46(3):217–231. doi: 10.1016/j.artmed.2008.12.004

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