Table 5. mycoSORT Results - Set of Features F1.
Under-sampling(USF) | Classifier | Precision | Recall | F-measure | MCC | F-2 |
Training set with USF 0% | Naive Bayes | 0.286 | 0.227 | 0.253 | 0.182 | 0.240 |
Training set with USF 0% | LMT | 0.492 | 0.207 | 0.291 | 0.274 | 0.230 |
Training set with USF 0% | LibSVM | 0.714 | 0.033 | 0.064 | 0.140 | 0.04 |
Training set with USF 5% | Naive Bayes | 0.294 | 0.280 | 0.287 | 0.210 | 0.280 |
Training set with USF 5% | LMT | 0.461 | 0.233 | 0.310 | 0.278 | 0.260 |
Training set with USF 5% | LibSVM | 0.645 | 0.133 | 0.221 | 0.264 | 0.160 |
Training set with USF 10% | Naive Bayes | 0.269 | 0.307 | 0.287 | 0.202 | 0.300 |
Training set with USF 10% | LMT | 0.376 | 0.213 | 0.272 | 0.226 | 0.230 |
Training set with USF 10% | LibSVM | 0.47 | 0.207 | 0.287 | 0.264 | 0.230 |
Training set with USF 15% | Naive Bayes | 0.301 | 0.347 | 0.322 | 0.241 | 0.340 |
Training set with USF 15% | LMT | 0.352 | 0.413 | 0.380 | 0.307 | 0.400 |
Training set with USF 15% | LibSVM | 0.387 | 0.287 | 0.330 | 0.271 | 0.300 |
Training set with USF 20% | Naive Bayes | 0.263 | 0.340 | 0.297 | 0.209 | 0.320 |
Training set with USF 20% | LMT | 0.348 | 0.480 | 0.403 | 0.331 | 0.450 |
Training set with USF 20% | LibSVM | 0.353 | 0.353 | 0.353 | 0.281 | 0.350 |
Training set with USF 25% | Naive Bayes | 0.243 | 0.353 | 0.288 | 0.197 | 0.320 |
Training set with USF 25% | LMT | 0.286 | 0.547 | 0.375 | 0.301 | 0.460 |
Training set with USF 25% | LibSVM | 0.282 | 0.413 | 0.335 | 0.251 | 0.380 |
Training set with USF 30% | Naive Bayes | 0.277 | 0.440 | 0.340 | 0.257 | 0.390 |
Training set with USF 30% | LMT | 0.291 | 0.627 | 0.397 | 0.334 | 0.510 |
Training set with USF 30% | LibSVM | 0.258 | 0.48 | 0.336 | 0.252 | 0.410 |
Training set with USF 35% | Naive Bayes | 0.242 | 0.440 | 0.312 | 0.223 | 0.380 |
Training set with USF 35% | LMT | 0.233 | 0.620 | 0.338 | 0.266 | 0.470 |
Training set with USF 35% | LibSVM | 0.210 | 0.633 | 0.316 | 0.241 | 0.450 |
Training set with USF 40% | Naive Bayes | 0.254 | 0.467 | 0.329 | 0.243 | 0.400 |
Training set with USF 40% | LMT | 0.269 | 0.660 | 0.382 | 0.321 | 0.510 |
Training set with USF 40% | LibSVM | 0.196 | 0.667 | 0.303 | 0.229 | 0.450 |
Results of Positive Class on Feature Setting #1, Using Only Bio-entities as Features.