Research Article
A Reweighted Scheme to Improve the Representation of the Neural Autoregressive Distribution Estimator
Table 8
Classification result for initialization on twelve datasets.
| Dataset | Input size | Hidden layer size | NADE | Reweighted-NADE | RBM |
| Adult | 123 | 100 | 0.15921 | 0.15814 | 0.16009 | Binarized-MNIST | 784 | 300 | 0.0216 | 0.0198 | 0.0205 | Connect-4 | 126 | 100 | 0.19326 | 0.18474 | 0.19725 | Convex | 784 | 300 | 0.25672 | 0.23898 | 0.26394 | DNA | 126 | 100 | 0.06998 | 0.05986 | 0.06324 | Mushrooms | 112 | 100 | 0.00729 | 0.00498 | 0.00605 | Newsgroups | 5000 | 1000 | 0.34231 | 0.28767 | 0.3291 | OCR-letters | 128 | 100 | 0.1669 | 0.1601 | 0.1374 | RCV1 | 150 | 100 | 0.05131 | 0.04449 | 0.05567 | Rectangles | 784 | 300 | 0.09062 | 0.08338 | 0.09948 | SVHN | 1024 | 300 | 0.08405 | 0.07810 | 0.08889 | Web | 300 | 150 | 0.01477 | 0.01366 | 0.01492 |
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