Complete result settings for Audio 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 | 0.1 | -19.327104 | -19.543286 | -19.527733 | 512695 | 1186448 | 4052 | 42519.034123 |
0.5 | 0.5 | -19.326984 | -19.541361 | -19.525846 | 512695 | 1186448 | 4052 | 45349.119885 |
0.5 | 1 | -19.326715 | -19.536846 | -19.522892 | 512695 | 1186448 | 4052 | 47892.163283 |
0.1 | 0.5 | -19.324769 | -19.542858 | -19.522478 | 512695 | 1186448 | 4052 | 49005.346054 |
0.1 | 1 | -19.324488 | -19.538354 | -19.519617 | 512695 | 1186448 | 4052 | 51978.129122 |
0.5 | 2 | -19.324795 | -19.535201 | -19.516216 | 512695 | 1186448 | 4052 | 54154.472268 |
0.1 | 0.1 | -19.324945 | -19.545112 | -19.523387 | 512695 | 1186448 | 4052 | 54808.580828 |
0.1 | 2 | -19.321613 | -19.533937 | -19.511881 | 512695 | 1186448 | 4052 | 59361.599665 |