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Cardiovascular disease 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 GRID method was used to search for the subset of best splitting rules.
| Variable | BART BMA | RF | bartmachine | dbarts |
|---|---|---|---|---|
| 14 | 0.33 | 0.05 | 0.04 | 0.035 |
| 4 | 0.16 | 0.03 | 0.030 | |
| 24 | 0.14 | 0.05 | 0.03 | |
| 3 | 0.06 | 0.03 | 0.03 | |
| 34 | 0.06 | |||
| 2 | 0.03 | |||
| 10 | 0.03 | |||
| 13 | 0.03 | 0.029 | ||
| 12 | 0.031 | |||
| 18 | 0.030 |
