Complete result settings for WebKB dataset (table columns are sortable)
The experiments are described in Rooshenas and Lowd, Discriminative Structure Learning of Arithmetic Circuits, AIStats 16
Split Penalty | Standard Deviation | L1 Penalty | Initial Evidence | Train CLL | Validation CLL | Test CLL | Node# | Edge# | Feature# | Learning Time |
2 | 0.5 | 2 | 10 | -66.761733 | -74.893115 | -72.969635 | 30177 | 40466 | 10854 | 64329.443437 |
2 | 0.5 | 0.5 | 10 | -66.659384 | -75.094715 | -73.147703 | 30157 | 40285 | 10886 | 63741.002893 |
5 | 0.5 | 0.5 | 10 | -66.683727 | -75.066286 | -73.102172 | 29992 | 40064 | 10822 | 66288.778572 |
10 | 0.5 | 0.5 | 10 | -66.743516 | -75.053319 | -73.071382 | 29819 | 39782 | 10772 | 67158.019429 |
2 | 0.5 | 1 | 10 | -66.682945 | -75.023949 | -73.112305 | 30014 | 40024 | 10854 | 64098.535541 |
2 | 0.5 | 1 | 20 | -64.956081 | -74.352672 | -72.605575 | 48564 | 66152 | 18220 | 68488.629145 |
10 | 0.5 | 0.1 | 10 | -66.757207 | -75.141287 | -73.181131 | 29907 | 40000 | 10766 | 69125.396341 |
2 | 0.5 | 0.5 | 20 | -64.878836 | -74.586076 | -72.839671 | 48481 | 65928 | 18228 | 67938.831726 |
5 | 0.5 | 0.5 | 20 | -64.893587 | -74.589984 | -72.839059 | 48552 | 66130 | 18212 | 73509.126913 |
2 | 0.5 | 0.1 | 10 | -66.645337 | -75.237595 | -73.264914 | 30094 | 40136 | 10886 | 66097.557643 |
2 | 0.5 | 2 | 20 | -65.131015 | -74.081469 | -72.319173 | 48661 | 66385 | 18222 | 69109.508757 |
5 | 0.5 | 0.1 | 10 | -66.691149 | -75.148226 | -73.175601 | 30117 | 40382 | 10830 | 65925.732764 |
5 | 0.5 | 0.1 | 40 | -63.243596 | -75.070798 | -73.288004 | 79598 | 109708 | 30612 | 74900.858338 |
5 | 0.5 | 2 | 40 | -63.728239 | -73.803099 | -72.071579 | 79389 | 109149 | 30604 | 76379.793506 |
5 | 0.5 | 0.1 | 20 | -64.913968 | -74.615328 | -72.868083 | 48565 | 66140 | 18226 | 67660.347062 |
5 | 0.5 | 1 | 10 | -66.727932 | -74.993907 | -73.070629 | 29921 | 39964 | 10788 | 65827.528694 |
2 | 0.5 | 0.1 | 20 | -64.932127 | -74.600052 | -72.857552 | 48652 | 66286 | 18260 | 69390.214083 |
10 | 0.5 | 1 | 10 | -66.791408 | -75.018803 | -73.067655 | 29754 | 39660 | 10750 | 76426.430416 |
2 | 0.5 | 2 | 40 | -63.728239 | -73.803099 | -72.071579 | 79389 | 109149 | 30604 | 80959.041354 |