Complete result settings for Reuters-52 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 | Train LL | Validation LL | Test LL | Node# | Edge# | Feature# | Learning Time |
10 | 0.1 | 2 | -97.126721 | -94.212348 | -89.499784 | 864248 | 1981302 | 5670 | 17229.608700 |
10 | 0.1 | 1 | -96.802491 | -94.026940 | -89.012877 | 864966 | 1966909 | 5858 | 18266.364090 |
10 | 0.5 | 2 | -96.406730 | -93.737268 | -88.842679 | 851961 | 1948545 | 6092 | 20410.988057 |
10 | 0.1 | 0.1 | -96.502873 | -93.829723 | -88.998828 | 852503 | 1967426 | 6090 | 20940.915496 |
10 | 0.5 | 1 | -96.009291 | -93.549423 | -88.778822 | 826978 | 1915512 | 6366 | 26823.578195 |
10 | 0.5 | 0.1 | -95.645793 | -93.269293 | -88.489396 | 830217 | 1910347 | 6642 | 32222.930369 |
5 | 0.1 | 2 | -95.377657 | -92.916819 | -88.177880 | 849681 | 1947096 | 7452 | 43537.562284 |
5 | 0.1 | 1 | -95.362718 | -93.072385 | -88.183673 | 853678 | 1944113 | 7726 | 57718.817405 |
5 | 0.1 | 0.1 | -94.805957 | -92.487165 | -87.974580 | 838578 | 1916823 | 8232 | 67867.335596 |
2 | 0.5 | 0.1 | -95.279330 | -93.057018 | -88.298937 | 136825 | 282356 | 9574 | 75209.826368 |
2 | 0.1 | 0.1 | -94.977350 | -92.636981 | -87.898939 | 268086 | 583502 | 9948 | 75283.002243 |
2 | 0.1 | 2 | -95.221413 | -92.971069 | -88.153827 | 247375 | 537665 | 9096 | 75416.397964 |
2 | 0.5 | 2 | -94.579164 | -92.476055 | -87.824666 | 259431 | 569534 | 9500 | 75439.166502 |
2 | 0.1 | 1 | -95.030624 | -92.846275 | -87.953047 | 237836 | 515176 | 9524 | 75492.812348 |
2 | 0.5 | 1 | -95.586865 | -93.328432 | -88.506201 | 124199 | 254768 | 8958 | 75822.002302 |
5 | 0.5 | 0.1 | -94.430582 | -92.409842 | -87.739501 | 577087 | 1310106 | 8744 | 75747.648606 |
5 | 0.5 | 1 | -94.546585 | -92.769037 | -87.852913 | 587022 | 1338825 | 8428 | 76089.530632 |
5 | 0.5 | 2 | -94.568136 | -92.634079 | -87.809520 | 648611 | 1475679 | 8252 | 76035.398861 |