Model | Model using default C and \( \boldsymbol{\gamma} \) | Best model using optimized \( \boldsymbol{\gamma} \) only | Best model using optimized C and \( \boldsymbol{\gamma} \) | |
---|---|---|---|---|
Micro-averaging | F | 0.73 | 0.7352 | 0.7442 |
Macro-averaging | P | 0.5477 | 0.6889 | 0.6873 |
 | R | 0.4576 | 0.5095 | 0.5142 |
F | 0.4986 | 0.5858 | 0.5883 | |
Unrelated | 0.8044 | 0.8538 | 0.8633 | |
Neutral | 0.5792 | 0.6330 | 0.6470 | |
Positive | 0.6528 | 0.7239 | 0.7255 | |
NegSafety | 0.7006 | 0.7641 | 0.7617 | |
NegEfficacy | 0 | 0.4138 | 0.4068 | |
NegCost | 0 | 0.5 | 0.5 | |
NegResistant | 0 | 0 | 0 | |
NegOthers | 0.155 | 0.5144 | 0.5403 |