Table 3.
An additional simulation for cases with non-sparse additive components. I: the true model contains both “larger” and “smaller” additive components; II: the true model only contains “small” additive components.
Model | Model Size |
Selection Frequency |
PE | AISE of f |
|||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | ||||||||||||
CSE-FAM | 0 | 3 | 20 | 34 | 26 | 9 | 6 | 2 | 100 | 88 | 12 | 100 | 17 | 12 | 10 | 10 | 1.19 (.08) | .17 | |
I | FAMS | 0 | 4 | 16 | 18 | 29 | 17 | 7 | 8 | 100 | 92 | 16 | 99 | 20 | 17 | 19 | 16 | 1.33 (.12) | .33 |
FAMT | 0 | 4 | 39 | 35 | 15 | 6 | 0 | 1 | 100 | 91 | 15 | 100 | 19 | 15 | 9 | 9 | 1.22 (.08) | .18 | |
| |||||||||||||||||||
CSE-FAM | 1 | 2 | 4 | 12 | 13 | 20 | 26 | 13 | 46 | 42 | 33 | 42 | 36 | 42 | 38 | 44 | 1.25 (.07) | .12 | |
II | FAMS | 1 | 6 | 8 | 25 | 14 | 13 | 13 | 10 | 42 | 45 | 29 | 37 | 29 | 38 | 36 | 36 | 1.38 (.11) | .42 |
FAMT | 13 | 30 | 22 | 20 | 6 | 6 | 2 | 0 | 34 | 35 | 20 | 31 | 25 | 38 | 34 | 30 | 1.32 (.08) | .20 |