Table 13 Comparison of the runtime of seven oversampling algorithms on ten datasets.
Dataset | ROS | SMOTE | ADASYN | BSMOTE | KSMOTE | GSMOTE(n=2) | GSMOTE(n=3) | SYMPROD | ISMOTE |
|---|---|---|---|---|---|---|---|---|---|
D1 | 0.0020 s | 0.0036 s | 0.0044 s | 0.0032 s | 0.0431 s | 0.0014 s | 0.0011 s | 0.0060 s | 0.0036 s |
D2 | 0.0024 s | 0.0033 s | 0.0041 s | 0.0040 s | 0.0295 s | 0.0011 s | 0.0010 s | 0.0035 s | 0.0031 s |
D3 | 0.0031 s | 0.0049 s | 0.0129 s | 0.0107 s | 0.0381 s | 0.0030 s | 0.0029 s | 0.2345 s | 0.0056 s |
D4 | 0.0020 s | 0.0033 s | 0.0041 s | 0.0031 s | 0.0294 s | 0.0011 s | 0.0011 s | 0.0060 s | 0.0030 s |
D5 | 0.0026 s | 0.0031 s | 0.0037 s | 0.0031 s | 0.0408 s | 0.0010 s | 0.0010 s | 0.0060 s | 0.0029 s |
D6 | 0.0027 s | 0.0041 s | 0.0145 s | 0.0199 s | -- | 0.0029 s | 0.0026 s | 0.7711 s | 0.0054 s |
D7 | 0.0029 s | 0.0032 s | 0.0053 s | 0.0057 s | -- | 0.0031 s | 0.0032 s | 0.7948 s | 0.0031 s |
D8 | 0.0034 s | 0.0048 s | 0.0116 s | 0.0112 s | -- | 0.0026 s | 0.0026 s | 0.7255 s | 0.0043 s |
D9 | 0.0031 s | 0.0028 s | 0.0044 s | 0.0049 s | -- | 0.0013 s | 0.0012 s | 0.0825 s | 0.0028 s |
D10 | 0.0041 s | 0.0037 s | 0.0130 s | 0.0111 s | -- | 0.0021 s | 0.0022 s | 0.7686 s | 0.0040 s |
D11 | 0.0045 s | 0.0035 s | 0.0059 s | 0.0057 s | -- | 0.0020 s | 0.0021 s | 0.0863 s | 0.0039 s |
D12 | 0.0031 s | 0.0046 s | 0.0103 s | 0.0103 s | -- | 0.0023 s | 0.0023 s | 0.7863 s | 0.0041 s |
D13 | 0.0030 s | 0.0027 s | 0.0042 s | 0.0047 s | -- | 0.0012 s | 0.0012 s | 0.0847 s | 0.0029 s |
