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 | Initial Evidence | Train CLL | Validation CLL | Test CLL | Node# | Edge# | Feature# | Learning Time |
2 | 0.5 | 2 | 10 | -43.894033 | -43.103935 | -41.949274 | 27274 | 36028 | 9646 | 72157.060458 |
5 | 0.5 | 0.5 | 10 | -43.853805 | -43.130789 | -41.978367 | 27294 | 36056 | 9654 | 72432.157637 |
2 | 0.5 | 0.5 | 10 | -43.863670 | -43.116286 | -41.967610 | 27309 | 36077 | 9660 | 72843.163155 |
5 | 0.5 | 0.5 | 20 | -42.787454 | -42.618001 | -41.543381 | 37999 | 51043 | 13936 | 75801.717386 |
2 | 0.5 | 1 | 10 | -43.870311 | -43.131539 | -41.977188 | 27234 | 35972 | 9630 | 71499.309451 |
2 | 0.5 | 0.5 | 20 | -42.787262 | -42.616294 | -41.544076 | 38004 | 51050 | 13938 | 75018.627434 |
10 | 0.5 | 0.5 | 10 | -43.856424 | -43.157338 | -41.995267 | 27264 | 36014 | 9642 | 74247.319691 |
10 | 0.5 | 0.1 | 10 | -43.843504 | -43.144261 | -41.978903 | 27274 | 36028 | 9646 | 73107.547963 |
5 | 0.5 | 1 | 10 | -43.865155 | -43.130321 | -41.976790 | 27239 | 35979 | 9632 | 72299.083868 |
5 | 0.5 | 0.1 | 10 | -43.849718 | -43.139202 | -41.986425 | 27304 | 36070 | 9658 | 71856.789107 |
10 | 0.5 | 0.1 | 20 | -42.793693 | -42.645138 | -41.562268 | 37994 | 51036 | 13934 | 76854.196385 |
2 | 0.5 | 0.1 | 10 | -43.857588 | -43.144954 | -41.993607 | 27314 | 36084 | 9662 | 73104.424438 |
10 | 0.5 | 1 | 10 | -43.866088 | -43.133707 | -41.977230 | 27219 | 35951 | 9624 | 72100.313085 |