Generalization Bounds Derived IPM-Based Regularization for Domain Adaptation

Table 3

The comparison of classification accuracy, .

Dataset	Setting 1	Setting 2	Setting 3	Setting 4
Email spam	0.6686	0.7625	0.6962	0.8037
	0.5681	0.6514	0.6962	0.8138
	0.7461	0.7972	0.6962	0.8078
20 newsgroups: comp versus rec	0.7051	0.8525	0.5885	0.8848
	0.8132	0.8806	0.5885	0.9017
	0.9452	0.9466	0.5885	0.9551
20 newsgroups: rec versus sci	0.6117	0.7849	0.8329	0.7942
	0.7205	0.8432	0.8329	0.8530
	0.8623	0.9036	0.8329	0.9293
20 newsgroups: sci versus comp	0.7142	0.7875	0.6062	0.8078
	0.5295	0.5868	0.6062	0.5818
	0.8255	0.8550	0.6062	0.8853