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
Standard Deviation | L1 Penalty | Train CLL | Validation CLL | Test CLL | Node# | Edge# | Feature# | Learning Time |
0.5 | 0.5 | -26.489713 | -29.558751 | -29.669784 | 596676 | 1376735 | 7684 | 23564.816603 |
0.1 | 0.5 | -26.489227 | -29.556381 | -29.663841 | 596676 | 1376735 | 7684 | 24944.460865 |
0.5 | 1 | -26.512972 | -29.498477 | -29.592999 | 596676 | 1376735 | 7684 | 41729.792106 |
0.5 | 2 | -26.568917 | -29.445816 | -29.524813 | 596676 | 1376735 | 7684 | 48074.889505 |
0.1 | 2 | -26.563574 | -29.448977 | -29.522169 | 596676 | 1376735 | 7684 | 57405.720003 |
0.1 | 1 | -26.506246 | -29.510225 | -29.602314 | 596676 | 1376735 | 7684 | 74438.917563 |
0.5 | 0.1 | -26.477531 | -29.622888 | -29.731081 | 596676 | 1376735 | 7684 | 31551.577431 |
0.1 | 0.1 | -26.477916 | -29.621724 | -29.732672 | 596676 | 1376735 | 7684 | 40684.514013 |