Table 5.
Prostate cancer data: Top five most important variables for each method. BART-BMA and BART scores show the mean variable inclusion probability, RF scores show the mean decrease in Gini index expressed as a probability. As n < 200 the PELT method was used to search for the subset of best splitting rules.
Variable | BART BMA | RF | bart Machine | dbarts |
---|---|---|---|---|
50 | 0.225 | 0.082 | 0.025 | 0.022 |
18 | 0.168 | 0.052 | 0.024 | 0.021 |
2 | 0.035 | 0.021 | 0.021 | |
3 | 0.042 | 0.022 | 0.021 | |
4 | 0.021 | |||
30 | 0.103 | |||
31 | 0.071 | 0.021 | ||
25 | 0.050 | |||
44 | 0.037 |