Complete result settings for Accidents 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 |
| 5 | 0.5 | 0.5 | 10 | -9.936439 | -10.014317 | -10.039510 | 7153 | 12972 | 1820 | 62199.926173 |
| 5 | 0.5 | 0.1 | 30 | -9.772484 | -9.873031 | -9.896303 | 7032 | 12103 | 1982 | 62436.175258 |
| 5 | 0.5 | 2 | 10 | -9.607040 | -9.692814 | -9.718209 | 7231 | 13028 | 1910 | 62622.552924 |
| 2 | 0.5 | 1 | 20 | -10.023964 | -10.125170 | -10.137643 | 7975 | 14174 | 2222 | 62501.910265 |
| 2 | 0.5 | 0.1 | 10 | -10.235202 | -10.346461 | -10.340389 | 7599 | 14030 | 1896 | 62925.591855 |
| 2 | 0.5 | 0.5 | 20 | -10.201897 | -10.322924 | -10.324092 | 8068 | 15108 | 2054 | 62973.925508 |
| 5 | 0.5 | 1 | 30 | -9.996413 | -10.074861 | -10.073458 | 7508 | 14435 | 1862 | 63204.729419 |
| 2 | 0.5 | 1 | 10 | -10.124201 | -10.230539 | -10.242249 | 7403 | 13347 | 2040 | 63134.570085 |
| 2 | 0.5 | 0.1 | 20 | -10.229858 | -10.328910 | -10.344163 | 7397 | 13774 | 1996 | 63656.071805 |
| 5 | 0.5 | 0.5 | 20 | -9.758401 | -9.848303 | -9.870264 | 7428 | 13286 | 1978 | 63151.172561 |
| 5 | 0.5 | 1 | 10 | -9.690762 | -9.796431 | -9.799662 | 7230 | 13106 | 1876 | 63782.783542 |
| 5 | 0.5 | 2 | 30 | -9.745945 | -9.857315 | -9.857402 | 6980 | 12314 | 1934 | 63851.672069 |
| 5 | 0.5 | 1 | 20 | -9.739243 | -9.843995 | -9.871744 | 6994 | 12361 | 1908 | 63851.252133 |
| 2 | 0.5 | 1 | 30 | -10.175621 | -10.286332 | -10.279511 | 7960 | 15104 | 2042 | 63822.552496 |
| 2 | 0.5 | 0.5 | 30 | -10.143589 | -10.246451 | -10.251878 | 6966 | 12075 | 2044 | 64003.330013 |
| 5 | 0.5 | 0.1 | 20 | -9.735098 | -9.836588 | -9.861362 | 8550 | 16026 | 2162 | 64381.570512 |
| 2 | 0.5 | 2 | 30 | -10.101522 | -10.194983 | -10.203669 | 8362 | 15643 | 2142 | 64122.569886 |
| 2 | 0.5 | 0.5 | 10 | -10.173666 | -10.268798 | -10.289322 | 9895 | 19936 | 2132 | 64617.883587 |
| 2 | 0.5 | 2 | 20 | -10.080048 | -10.179728 | -10.188557 | 7289 | 12802 | 2046 | 64359.798823 |
| 2 | 0.5 | 0.5 | 40 | -10.186594 | -10.279500 | -10.299033 | 6799 | 11778 | 1982 | 62640.893136 |
| 5 | 0.5 | 0.5 | 40 | -9.711386 | -9.825724 | -9.828797 | 7572 | 13896 | 1916 | 63004.294890 |
| 2 | 0.5 | 0.1 | 40 | -10.277661 | -10.378748 | -10.365094 | 6950 | 12401 | 1902 | 63249.818565 |
| 2 | 0.5 | 0.1 | 30 | -10.237882 | -10.341521 | -10.327061 | 7007 | 12504 | 1922 | 65799.432964 |
| 2 | 0.5 | 2 | 10 | -10.023680 | -10.122908 | -10.144698 | 6734 | 11399 | 2028 | 65799.535949 |
| 2 | 0.5 | 1 | 40 | -10.206794 | -10.301198 | -10.303691 | 7617 | 14456 | 1934 | 63947.148554 |
| 5 | 0.5 | 0.1 | 10 | -9.722100 | -9.827682 | -9.855087 | 7138 | 12353 | 1996 | 66504.881720 |
| 5 | 0.5 | 2 | 20 | -9.656138 | -9.759970 | -9.772486 | 6878 | 11937 | 1940 | 66976.621005 |
| 5 | 0.5 | 0.1 | 40 | -9.794014 | -9.893359 | -9.912033 | 6783 | 11570 | 1930 | 64935.630283 |
| 2 | 0.5 | 2 | 40 | -10.253376 | -10.354463 | -10.351872 | 7642 | 14325 | 1900 | 65091.700556 |
| 5 | 0.5 | 0.5 | 30 | -9.681514 | -9.790020 | -9.804019 | 7760 | 14322 | 1956 | 67174.747885 |
| 5 | 0.5 | 1 | 40 | -9.979269 | -10.059461 | -10.061560 | 7546 | 14488 | 1876 | 65354.246643 |
| 5 | 0.5 | 2 | 40 | -9.763234 | -9.872120 | -9.865445 | 6878 | 12165 | 1898 | 65793.209911 |