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

Table 2

Classification result via neural network on twelve datasets.

Dataset	Input size	Feature size	Size of NN	NADE	Reweighted-NADE	RBM
Adult	123	100	200	0.16074	0.16013	0.16598
Binarized-MNIST	784	300	400	0.0247	0.0243	0.0250
Connect-4	126	100	200	0.22436	0.22143	0.23367
Convex	784	300	400	0.27742	0.26124	0.29242
DNA	180	100	200	0.15683	0.15008	0.15093
Mushrooms	112	100	200	0.0082	0.0059	0.0066
Newsgroups	5000	1000	2000	0.30286	0.26156	0.30007
OCR-letters	128	100	200	0.1459	0.1409	0.1361
RCV1	150	100	200	0.05461	0.04674	0.06034
Rectangles	784	300	400	0.09566	0.08782	0.10204
SVHN	1024	300	400	0.08455	0.08025	0.09050
Web	300	150	200	0.02189	0.02079	0.02515