Table 9 Comparison of the predictive performance of TL and STP
From: Predicting anatomic therapeutic chemical classification codes using tiered learning
Comparison of CA(k) using STP and TL at the second, third, and fourth ATC levels | |||||||||
|---|---|---|---|---|---|---|---|---|---|
|  | STP N(2) | N(2) SuperPred (+/−) | N(2) ChEMBL (+/−) | STP CA(3) | N(3) SuperPred (+/−) | N(3) ChEMBL (+/−) | STP CA(4) | N(4) SuperPred (+/−) | N(4) ChEMBL (+/−) |
MLP | 377 | 382 (+5) | 383 (+6) | 330 | 325 (−5) | 372 (+42) | 225 | 207 (−18) | 234 (+9) |
Naive Bayes | 203 | 320 (+117) | 363 (+160) | 170 | 260 (+90) | 293 (+123) | 127 | 162 (+35) | 183 (+56) |
Random Forest | 329 | 371 (+42) | 431 (+102) | 280 | 306 (+26) | 348 (+68) | 159 | 189 (+30) | 215 (+56) |
SVM | 360 | 395 (+35) | 457 (+97) | 327 | 354 (+27) | 400 (+73) | 230 | 253 (+23) | 277 (+47) |