Table 4.
Boston housing data | body fat data | |||||||
---|---|---|---|---|---|---|---|---|
Methods | MSPE | cov(y) | L | corr(Ytest, Ypred)a | MSPE | cov(y) | L | corr(Ytest, Ypred) |
P1 | 0.0012 | 0.99 | 0.0034 | 0.9894 | 0.0055 | 1 | 0.0020 | 0.9972 |
P2a | 0.0013 | 0.99 | 0.0027 | 0.9901 | 0.0031 | 1 | 0.0017 | 0.9984 |
P2b | 0.0016 | 0.99 | 0.0020 | 0.9863 | 0.0029 | 1 | 0.0017 | 0.9989 |
P2c | 0.0014 | 0.99 | 0.0030 | 0.9879 | 0.0034 | 1 | 0.0019 | 0.9969 |
P2d | 0.0013 | 0.99 | 0.0029 | 0.9881 | 0.0032 | 1 | 0.0018 | 0.9975 |
M-Estimation | 0.0016 | 0.9858 | 0.0375 | 0.9710 | ||||
BART | 0.0024 | 0.92 | 0.9836 | 0.0355 | 0.95 | 0.9655 | ||
Treed GP | 0.0053 | 0.91 | 0.9524 | 0.1526 | 0.98 | 0.9250 |
corr(Ytest, Ypred) denotes the sample correlation between the test and predicted y