Table 9.
Prediction results with combined batters’ KBO team ranking and image (accuracy: ACC; precision: PRE).
Subset of Variables | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|
KBO |
KBO + Team ranking |
KBO + Face |
||||||||
ACC | AUC | PRE | ACC | AUC | PRE | ACC | AUC | PRE | ||
Batter | LR | 0.911 | 0.933 | 0.933 | 0.911 | 0.933 | 0.933 | 0.888 | 0.978 | 0.72 |
RF | 0.844 | 0.933 | 0.77 | 0.822 | 0.922 | 0.77 | 0.822 | 0.928 | 0.683 | |
XGBoost | 0.800 | 0.894 | 0.783 | 0.822 | 0.901 | 0.833 | 0.822 | 0.944 | 0.75 | |
LightGBM | 0.667 | 0.5 | 0 | 0.667 | 0.5 | 0 | 0.667 | 0.5 | 0 | |
CatBoost | 0.800 | 0.922 | 0.75 | 0.800 | 0.922 | 0.75 | 0.844 | 0.933 | 0.783 |