Research Article
An Effective Big Data Supervised Imbalanced Classification Approach for Ortholog Detection in Related Yeast Species
Table 10
AUC and
-Mean results of supervised classifiers in Experiments 1 and 2.
| Algorithm | S. cerevisiae-K. lactis | S. cerevisiae-C. glabrata | S. cerevisiae-S. pombe | AUC | -Mean | AUC | -Mean | AUC | -Mean |
| RF-BD | 0.6979 | 0.6291 | 0.7455 | 0.7005 | 0.5172 | 0.1851 | ROS (RS: 100%) + RF-BD | 0.9809 | 0.9807 | 0.9901 | 0.9900 | 0.6096 | 0.4527 | ROS (RS: 130%) + RF-BD | 0.9813 | 0.9812 | 0.9901 | 0.9901 | 0.6121 | 0.4581 | RF-BDCS | 0.9889 | 0.9889 | 0.9934 | 0.9934 | 0.7294 | 0.6745 | ROS (RS: 100%) + SVM-BD (regParam: 1.0) | 0.9477 | 0.9477 | 0.9542 | 0.9542 | 0.8632 | 0.8533 | ROS (RS: 100%) + SVM-BD (regParam: 0.5) | 0.8845 | 0.8791 | 0.9540 | 0.9539 | 0.8845 | 0.8791 | ROS (RS: 100%) + SVM-BD (regParam: 0.0) | 0.6135 | 0.4961 | 0.9432 | 0.9431 | 0.6135 | 0.4961 | ROS (RS: 130%) + SVM-BD (regParam: 1.0) | 0.8164 | 0.7956 | 0.9523 | 0.9522 | 0.8164 | 0.7956 | ROS (RS: 130%) + SVM-BD (regParam: 0.5) | 0.8629 | 0.8528 | 0.9539 | 0.9539 | 0.8629 | 0.8528 | ROS (RS: 130%) + SVM-BD (regParam: 0.0) | 0.6248 | 0.5147 | 0.9429 | 0.9428 | 0.6248 | 0.5147 |
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