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