Table 7. The F1-score of the proposed model compared to traditional models (part 1).
| Name of the project | DNN | MLP | KNN | NB | DT | LR | RF | SVM | Ferenc et al. (2020) |
|---|---|---|---|---|---|---|---|---|---|
| ceylon-ide-eclipse | 81.86 | 72.51 | 72.04 | 3.69 | 78.71 | 71.32 | 83.81 | 75.79 | 53.95 |
| BroadleafCommerce | 87.86 | 85.59 | 81.13 | 2.66 | 77.81 | 88.85 | 81.32 | 88.96 | 73.66 |
| hazelcast | 70.70 | 64.52 | 67.80 | 76.81 | 53.34 | 56.96 | 72.64 | 4.73 | 71.70 |
| elasticsearch | 78.50 | 72.73 | 72.02 | 78.77 | 71.67 | 70.31 | 76.52 | 2.14 | 64.11 |
| MapDB | 85.92 | 76.22 | 72.56 | 3.84 | 75.24 | 71.20 | 83.08 | 70.76 | 56.10 |
| netty | 84.71 | 72.87 | 70.72 | 79.89 | 62.17 | 57.13 | 80.10 | 56.31 | 64.12 |
| orientdb | 82.29 | 76.67 | 75.25 | 81.60 | 70.39 | 72.62 | 80.47 | 68.46 | 62.36 |
| neo4j | 83.97 | 69.30 | 72.06 | 81.94 | 71.93 | 62.53 | 83.51 | 58.45 | 60.86 |
| titan | 85.37 | 80.83 | 75.43 | 3.17 | 70.95 | 75.98 | 84.85 | 75.24 | 62.16 |
| mcMMO | 74.67 | 68.80 | 62.92 | 3.41 | 73.24 | 60.90 | 72.64 | 67.72 | 58.15 |
| Android-Universal-Image-Loader | 77.50 | 74.17 | 61.55 | 82.14 | 87.66 | 64.91 | 67.26 | 71.36 | 55.69 |
| antlr4 | 86.97 | 82.35 | 76.35 | 7.65 | 74.70 | 72.60 | 83.86 | 67.37 | 75.73 |
| junit | 87.86 | 80.57 | 68.70 | 13.80 | 85.70 | 71.92 | 81.16 | 69.75 | 66.38 |
| mct | 96.67 | 96.67 | 83.33 | 47.97 | 96.67 | 65.56 | 89.52 | 73.36 | 68.76 |
| oryx | 96.39 | 92.87 | 84.29 | 46.04 | 90.96 | 87.33 | 94.02 | 87.99 | 66.78 |
| Average | 84.08 | 77.77 | 73.07 | 40.89 | 76.07 | 70.00 | 80.98 | 62.55 | 64.03 |