Complete result settings for DNA dataset (table columns are sortable)
The experiments are described in Rooshenas and Lowd, Discriminative Structure Learning of Arithmetic Circuits, AIStats 16
Tree# | C | Max. EM Iteration | Train CLL | Validation CLL | Test CLL | Learning Time |
1 | 1.000000 | 20 | -31.117201 | -37.549559 | -37.245389 | 719.496787 |
1 | 0.050000 | 20 | -34.915784 | -38.575435 | -38.388494 | 707.806876 |
1 | 0.010000 | 20 | -40.915838 | -42.707511 | -42.533570 | 738.841059 |
1 | 0.100000 | 20 | -33.176443 | -37.790175 | -37.513771 | 737.805212 |
1 | 2.000000 | 20 | -31.118584 | -37.555774 | -37.281131 | 775.117781 |
1 | 0.500000 | 20 | -31.179509 | -37.425100 | -37.151101 | 846.414807 |
2 | 2.000000 | 10 | -25.362032 | -42.984992 | -42.671278 | 2325.629917 |
2 | 0.500000 | 10 | -26.501512 | -39.485511 | -38.833241 | 2681.993439 |
2 | 1.000000 | 10 | -25.727430 | -41.161141 | -40.461249 | 2791.053960 |
2 | 0.100000 | 10 | -30.042216 | -38.011553 | -37.547358 | 4670.988489 |
3 | 2.000000 | 10 | -19.871536 | -52.173177 | -51.043131 | 4683.474536 |
3 | 0.500000 | 10 | -22.379616 | -40.991866 | -40.450611 | 5023.846896 |
3 | 0.100000 | 10 | -27.574980 | -38.271793 | -37.623002 | 5457.078362 |
3 | 1.000000 | 10 | -20.828822 | -45.384212 | -44.789906 | 5980.137521 |
4 | 0.500000 | 10 | -18.676303 | -43.964759 | -43.056169 | 7782.248334 |
4 | 2.000000 | 10 | -14.613783 | -66.123334 | -65.312582 | 8285.376843 |
4 | 1.000000 | 10 | -16.398067 | -51.594657 | -50.961756 | 9423.220331 |
4 | 0.100000 | 10 | -25.416929 | -38.744320 | -37.960689 | 9734.059209 |