Skip to main content
. 2024 Oct 17;10:e2270. doi: 10.7717/peerj-cs.2270

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