Table 2.
iteration | CRF with MI | CRF without MI | EM | Assoc | ||||
---|---|---|---|---|---|---|---|---|
training | test | training | test | training | test | training | test | |
1st | 0.999255 | 0.707692 | 0.999977 | 0.738462 | 0.999961 | 0.769231 | 0.999938 | 0.769231 |
2nd | 0.997928 | 0.818182 | 0.997905 | 0.848485 | 0.999938 | 0.727273 | 0.999736 | 0.727273 |
3rd | 0.997920 | 0.708333 | 0.997920 | 0.562500 | 0.999922 | 0.645833 | 0.999884 | 0.625000 |
4th | 0.998660 | 0.863636 | 0.999318 | 0.886364 | 0.999814 | 0.840909 | 0.999853 | 0.840909 |
5th | 0.999234 | 0.819444 | 0.999954 | 0.833333 | 0.999861 | 0.527778 | 0.999923 | 0.527778 |
average | 0.998599 | 0.783458 | 0.999015 | 0.773829 | 0.999899 | 0.702205 | 0.999867 | 0.698038 |