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