Table 5 The dimensions determined by FS-MLKNN on Liu’s dataset
From: Predicting drug side effects by multi-label learning and ensemble learning
Feature | Original # | 1-fold # | 2-fold # | 3-fold # | 4-fold # | 5-fold # | Average # |
|---|---|---|---|---|---|---|---|
Enzyme | 111 | 39 | 42 | 54 | 57 | 55 | 49 |
Pathway | 173 | 88 | 74 | 96 | 88 | 81 | 85 |
Target | 786 | 323 | 353 | 378 | 360 | 333 | 349 |
Transporter | 72 | 33 | 34 | 33 | 41 | 28 | 34 |
Indication | 869 | 407 | 413 | 414 | 392 | 409 | 407 |
Substructure | 881 | 310 | 295 | 287 | 279 | 307 | 296 |