Research Article
A Reweighted Scheme to Improve the Representation of the Neural Autoregressive Distribution Estimator
Table 4
Classification result via Random Forest on twelve datasets.
| Dataset | NADE + RF | Reweighted-NADE + RF | RBM + RF |
| Adult | 0.16399 | 0.16069 | 0.16587 | Binarized-MNIST | 0.0301 | 0.0265 | 0.0312 | Connect-4 | 0.26783 | 0.25443 | 0.28364 | Convex | 0.29632 | 0.28502 | 0.30658 | DNA | 0.16948 | 0.15346 | 0.15936 | Mushrooms | 0.01227 | 0.01014 | 0.01174 | Newsgroups | 0.32192 | 0.29460 | 0.31459 | OCR-letters | 0.1986 | 0.1863 | 0.1708 | RCV1 | 0.07265 | 0.06249 | 0.08258 | Rectangles | 0.11816 | 0.10624 | 0.12646 | SVHN | 0.09838 | 0.09339 | 0.10283 | Web | 0.02647 | 0.02368 | 0.02773 |
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