univariate selection | multivariate selection (Gini importance) | multivariate selection (PLS/PC) | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
PLS | PC | RF | PLS | PC | RF | PLS | PC | RF | ||
MIR BSE | orig | 10.0 (6) | 10.0 (4) | 1.5 (7) | 10.0 (6) | 10.0 (6) |
2.0 (6) | 3.0 (13) | 0.9 (80) | 0.5 (51) |
binned |
6.0 (5) |
7.0 (5) | 2.2 (9) | 10.0 (9) | 10.0 (6) |
3.0 (9) | 10.0 (5) |
9.0 (4) | 0.4 (51) | |
MIR wine | French |
4.0 (3) |
3.0 (2) | 0.7 (64) |
5.0 (3) |
3.0 (1) | 3.0 (26) | 0.0 (100) | 0.6 (33) | 0.0 (64) |
grape |
8.0 (2) | 8.0 (21) | 0.6 (64) | 10.0 (4) | 10.0 (5) | 2.0 (11) |
4.0 (1) |
6.0 (1) | 0.0 (64) | |
NMR tumor | all | 1.0 (80) | 0.5 (11) | 4.0 (6) | 4.0 (51) | 0.0 (100) |
2.0 (6) | 0.8 (11) | 0.0 (100) | 0.3 (80) |
center |
2.0 (7) |
0.4 (6) | 0.8 (86) | 2.0 (26) | 0.2 (64) | 0.7 (41) | 0.0 (100) | 0.7 (13) | 0.3 (80) | |
NMR candida | 1 | 0.5 (80) | 0.0 (80) | 0.8 (80) | 0.0 (100) | 0.0 (100) | 0.8 (41) | 0.4 (64) | 0.0 (100) | 0.4 (9) |
2 | 0.4 (80) | 0.9 (64) | 0.0 (80) | 2.0 (64) | 0.4 (26) | 0.0 (100) | 2.0 (21) | 1.0 (21) | 0.4 (41) | |
3 | 0.0 (100) | 0.0 (100) | 0.0 (80) | 2.0 (80) | 0.6 (80) | 2.0 (26) | 2.0 (80) | 0.0 (100) | 0.7 (41) | |
4 | 0.8 (80) | 0.0 (100) | 0.0 (80) | 2.0 (80) | 1.0 (80) | 2.0 (64) | 0.7 (33) | 0.0 (100) | 0.3 (32) | |
5 | 0.0 (100) | 0.0 (100) | 0.7 (80) | 0.0 (100) | 0.4 (80) | 1.0 (64) | 0.7 (64) | 0.7 (80) | 0.4 (21) |