A Reweighted Scheme to Improve the Representation of the Neural Autoregressive Distribution Estimator

Table 3

Classification result via SVM on twelve datasets.

Dataset	NADE + SVM	Reweighted-NADE + SVM	RBM + SVM
Adult	0.15876	0.15753	0.16495
Binarized-MNIST	0.0374	0.0349	0.0358
Connect-4	0.27130	0.26680	0.28696
Convex	0.30036	0.28570	0.31466
DNA	0.13406	0.12985	0.14418
Mushrooms	0.01085	0.00871	0.00996
Newsgroups	0.29714	0.26862	0.28208
OCR-letters	0.1851	0.1802	0.1692
RCV1	0.06041	0.05325	0.07041
Rectangles	0.10836	0.09864	0.11526
SVHN	0.09346	0.08839	0.09842
Web	0.02110	0.01969	0.02420