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
Tree# | C | Max. EM Iteration | Train CLL | Validation CLL | Test CLL | Learning Time |
1 | 0.100000 | 10 | -12.069705 | -17.137962 | -17.251693 | 16319.430070 |
1 | 2.000000 | 10 | -5.156270 | -22.170601 | -22.279998 | 18738.136543 |
1 | 2.000000 | 20 | -5.156270 | -22.170601 | -22.279998 | 19371.600633 |
1 | 0.100000 | 20 | -12.069705 | -17.137962 | -17.251693 | 19446.141666 |
1 | 0.100000 | 50 | -12.069705 | -17.137962 | -17.251693 | 19933.081871 |
1 | 0.500000 | 10 | -7.643366 | -18.530966 | -18.587359 | 20000.853200 |
1 | 1.000000 | 20 | -6.321181 | -20.164755 | -20.216109 | 20058.587360 |
1 | 2.000000 | 50 | -5.156270 | -22.170601 | -22.279998 | 20290.065210 |
1 | 0.500000 | 20 | -7.643366 | -18.530966 | -18.587359 | 21432.072050 |
1 | 0.500000 | 50 | -7.643366 | -18.530966 | -18.587359 | 22994.113333 |
1 | 1.000000 | 10 | -6.321181 | -20.164755 | -20.216109 | 23383.395051 |
1 | 1.000000 | 50 | -6.321181 | -20.164755 | -20.216109 | 34554.806644 |
2 | 0.100000 | 10 | -9.596552 | -17.521472 | -17.581108 | 71012.069000 |
2 | 0.500000 | 10 | -5.344999 | -19.472900 | -19.393563 | 72324.212753 |
2 | 0.100000 | 20 | -9.596552 | -17.521472 | -17.581108 | 72914.770116 |
2 | 0.500000 | 20 | -5.344999 | -19.472900 | -19.393563 | 73699.811112 |
2 | 0.500000 | 50 | -5.344999 | -19.472900 | -19.393563 | 74007.660367 |
2 | 1.000000 | 20 | -4.126168 | -21.233582 | -21.178172 | 77523.137128 |
2 | 0.100000 | 50 | -9.596552 | -17.521472 | -17.581108 | 78719.220326 |
2 | 2.000000 | 10 | -3.116596 | -22.990839 | -23.289103 | 79014.929272 |
2 | 1.000000 | 10 | -4.126168 | -21.233582 | -21.178172 | 83971.676139 |
1 | 0.010000 | 10 | -20.740455 | -21.238629 | -21.542158 | 17489.995965 |
1 | 0.050000 | 10 | -14.373071 | -17.524949 | -17.707225 | 18627.586945 |