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

Table 5

Classification result via AdaBoost on twelve datasets.

Dataset	NADE + AB	Reweighted-NADE + AB	RBM + AB
Adult	0.16013	0.15677	0.16445
Binarized-MNIST	0.0313	0.0274	0.0309
Connect-4	0.23912	0.22737	0.25494
Convex	0.29420	0.28206	0.30082
DNA	0.14250	0.13238	0.14587
Mushrooms	0.01049	0.00853	0.00978
Newsgroups	0.30753	0.28115	0.29474
OCR-letters	0.1681	0.1571	0.1432
RCV1	0.06847	0.06072	0.07509
Rectangles	0.10522	0.09476	0.11762
SVHN	0.08866	0.08374	0.09438
Web	0.02279	0.02147	0.02512