From: NRTPredictor: identifying rice root cell state in single-cell RNA-seq via ensemble learning
Method | Feature selection | No. of features | Accuracy % |
---|---|---|---|
Lightgbm | F-score | 150 | 96.53 |
XGBoost | F-score | 430 | 97.88 |
SVM | F-score | 180 | 96.34 |
RFC | F-score | 210 | 94.41 |
Lightgbm | CV2 | 20,000 | 97.11 |
XGBoost | CV2 | 20,000 | 97.59 |
SVM | CV2 | 7000 | 94.22 |
RFC | CV2 | 14,000 | 89.71 |
Lightgbm | MIC | 100 | 95.49 |
XGBoost | MIC | 100 | 96.59 |
SVM | MIC | 110 | 97.23 |
RFC | MIC | 120 | 93.55 |