Research Article
A Novel Multiple Instance Learning Method Based on Extreme Learning Machine
Table 4
Squared loss and computation time (second) on regression data sets.
| Squared loss Training time | LJ-160.166.1 | LJ-160.166.1-S | LJ-80.166.1 | LJ-80.166.1-S |
| MI-Kernel | 0.00116 | 90 | 0.0127 | 8000 | 0.0174 | 120 | 0.0219 | 10100 | ELM-MIL | 0.0376 | 5.3 | 0.0648 | 45.6 | 0.0485 | 6.8 | 0.0748 | 42.7 | BP-MIP | 0.0398 | 4980 | 0.0731 | 13000 | 0.0487 | 5100 | 0.0752 | 12500 | Diverse Density | 0.0852 | 12000 | 0.0052 | 17000 | N/A | N/A | 0.1116 | 17600 |
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