Research Article

Pile-Raft Settlements Prediction under Coupled Static-Dynamic Loads Using Four Heuristic Regression Approaches

Table 4

Regression tree obtained from M5Tree for settlement modeling.

if x4 <= 22 
if x5 <= 75 
if x3 <= 4.5 
y = 7.85 (8) 
else 
if x1 <= 12.5 
if x4 <= 18 
y = 5.9533 (3) 
else 
y = 5.0467 (3) 
else 
if x4 <= 18 
y = 7.2633 (6) 
else 
if x1 <= 20.5 
if x3 <= 5.5 
y = 6.06 (2) 
else 
y = 5.66 (2) 
else 
y = 6.625 (2) 
else 
if x3 <= 4.5 
if x4 <= 18 
y = 11.677 (5)
else 
if x2 <= 0.4 
y = 9.4867 (3) 
else 
y = 10.695 (2) 
else 
if x4 <= 18 
if x1 <= 12.5 
y = 8.8236 (2) 
else 
if x3 <= 5.5 
y = 10.335 (4) 
else 
y = 9.53 (3) 
else 
if x2 <= 0.4 
y = 7.6925 (4) 
else 
y = 8.69 (4) 
else 
if x5 <= 75 
if x4 <= 28 
if x3 <= 4.5 
y = 5.6125 (4) 
else 
if x1 <= 12.5 
if x3 <= 5.5 
y = 3.965 (2)
else 
y = 3.695 (2) 
else 
if x1 <= 20.5 
if x3 <= 5.5 
y = 4.585 (2) 
else 
y = 4.335 (2) 
else 
y = 5.16 (2) 
else 
if x1 <= 12.5 
y = 3.148 (5) 
else 
if x3 <= 4.5 
y = 4.39 (3) 
else 
if x1 <= 20.5 
if x3 <= 5.5 
y = 3.61 (2) 
else 
y = 3.39 (2) 
else 
y = 4.135 (2)
else 
if x4 <= 28 
if x3 <= 4.5 
if x1 <= 20.5 
y = 7.36 (3) 
else 
y = 8.245 (2) 
else 
if x1 <= 20.5 
if x2 <= 0.4 
y = 5.7625 (4) 
else 
y = 6.27 (2) 
else 
y = 6.94 (2) 
else 
if x3 <= 4.5 
if x1 <= 20.5 
y = 5.7367 (3) 
else 
y = 6.315 (2) 
else 
if x2 <= 0.4 
y = 4.4675 (4) 
else 
y = 5.36 (4)