Self-Trained LMT for Semisupervised Learning

Table 4

Classification accuracy (labeled ratio 40%).

Datasets	Algorithms
	Self	Self	Self	CoBag	Cotrain	Cotrain	Democ-Co	Tri-train	Tri-train	SETRED
	(LMT)	(C45)	(NN)	(C45)	(C45)	(SMO)		(C45)	(SMO)
appendicitis	0.8509	0.8018	0.7545	0.8382	0.8000	0.7727	0.8591	0.7718	0.7827	0.7564
australian	0.8739	0.8507	0.8246	0.8449	0.8551	0.8246	0.8420	0.8435	0.8319	0.8246
automobile	0.6640	0.5760	0.6038	0.6009	0.6168	0.5844	0.5537	0.6151	0.5515	0.6089
banana	0.8858	0.8828	0.8649	0.8836	0.8785	0.9015	0.8811	0.8825	0.8996	0.8649
breast	0.7294	0.7046	0.6529	0.7289	0.7082	0.5497	0.7257	0.7009	0.5870	0.6632
bupa	0.6724	0.6546	0.5760	0.6180	0.6002	0.6462	0.6035	0.6570	0.6347	0.5874
chess	0.9912	0.9853	0.8795	0.9872	0.9856	0.9728	0.9712	0.9872	0.9668	0.8795
cleveland	0.5597	0.5093	0.5083	0.5627	0.5364	0.4452	0.5290	0.5289	0.4479	0.5586
coil2000	0.9384	0.9401	0.8967	0.9354	0.9395	0.9109	0.9327	0.9399	0.8881	0.8982
contraceptive	0.5234	0.5085	0.4413	0.5011	0.4963	0.4908	0.4977	0.5173	0.4868	0.4379
crx	0.8558	0.8465	0.8161	0.8587	0.8556	0.8120	0.8424	0.8527	0.7882	0.8161
dermatology	0.9467	0.9385	0.9493	0.9267	0.9159	0.9439	0.9439	0.9353	0.9324	0.9466
ecoli	0.7711	0.7739	0.7474	0.7476	0.7768	0.7268	0.7947	0.7947	0.7148	0.7534
flare	0.7449	0.7280	0.6688	0.7223	0.7072	0.6511	0.7420	0.7270	0.6501	0.6679
german	0.7380	0.7100	0.6730	0.6970	0.7170	0.6580	0.7420	0.7110	0.6580	0.6790
glass	0.5503	0.5722	0.6555	0.6272	0.6038	0.6699	0.5535	0.6718	0.6103	0.6487
haberman	0.7347	0.7186	0.6791	0.7449	0.7385	0.7026	0.7449	0.7218	0.6692	0.6924
heart	0.8333	0.7667	0.7815	0.7926	0.7407	0.8000	0.8259	0.7741	0.8000	0.7741
hepatitis	0.8517	0.8651	0.7934	0.8619	0.8785	0.8443	0.8543	0.8675	0.8343	0.8392
housevotes	0.9702	0.9586	0.9117	0.9702	0.9586	0.9247	0.9164	0.9591	0.9164	0.9117
iris	0.9200	0.9000	0.9267	0.9067	0.9000	0.9400	0.9733	0.9067	0.9467	0.9333
led7digit	0.7260	0.6840	0.6380	0.6880	0.6740	0.6880	0.6820	0.6740	0.6920	0.6380
lymphography	0.8166	0.7725	0.7247	0.7630	0.7653	0.8050	0.6496	0.7382	0.7841	0.7639
magic	0.8565	0.8416	0.7996	0.8532	0.8405	0.8626	0.8111	0.8409	0.8628	0.7996
mammographic	0.8390	0.8452	0.7486	0.8352	0.8440	0.8001	0.8267	0.8367	0.7929	0.7486
monk-2	1.0000	1.0000	0.7761	1.0000	1.0000	0.9142	0.9543	1.0000	0.9103	0.7761
movement_libras	0.6944	0.4889	0.7639	0.4889	0.4611	0.5167	0.6222	0.5194	0.5528	0.7500
mushroom	1.0000	1.0000	0.9998	0.9993	1.0000	0.9991	0.9998	0.9995	0.9993	0.9998
nursery	0.9652	0.9442	0.7883	0.9433	0.9435	0.8608	0.9307	0.9439	0.8014	0.8341
page-blocks	0.9655	0.9677	0.9483	0.9667	0.9688	0.9627	0.9371	0.9673	0.9629	0.9455
penbased	0.9794	0.9456	0.9904	0.9567	0.9451	0.9942	0.9761	0.9478	0.9943	0.9904
phoneme	0.8247	0.8233	0.8562	0.8444	0.8261	0.8568	0.8142	0.8211	0.8555	0.8560
pima	0.7620	0.7292	0.6993	0.7330	0.7030	0.6717	0.7527	0.7318	0.6679	0.6980
ring	0.8746	0.8727	0.7174	0.9095	0.8846	0.9712	0.9177	0.8953	0.9691	0.7174
saheart	0.7189	0.6666	0.6685	0.6732	0.6906	0.5930	0.7296	0.6666	0.5864	0.6664
satimage	0.8642	0.8448	0.8907	0.8252	0.8483	0.8906	0.8738	0.8545	0.8883	0.8940
segment	0.9545	0.9385	0.9446	0.9160	0.9398	0.9597	0.9424	0.9437	0.9541	0.9446
sonar	0.7207	0.6688	0.7888	0.7014	0.6869	0.8269	0.7586	0.6914	0.7933	0.7888
spambase	0.9254	0.9056	0.8780	0.8951	0.9119	0.9250	0.9154	0.9089	0.9243	0.8780
spectfheart	0.8023	0.7752	0.7348	0.7370	0.7489	0.6860	0.6972	0.7604	0.7010	0.7500
splice	0.9555	0.9266	0.7210	0.8248	0.9276	0.9351	0.9273	0.9301	0.9379	0.7201
texture	0.9925	0.9015	0.9829	0.8500	0.9084	0.9936	0.9420	0.9124	0.9931	0.9831
thyroid	0.9957	0.9940	0.9161	0.9901	0.9949	0.9557	0.9526	0.9944	0.9543	0.9231
tic-tac-toe	0.9666	0.7829	0.8038	0.7035	0.7797	0.7734	0.7901	0.8006	0.7338	0.7975
titanic	0.7851	0.7874	0.6407	0.7837	0.7856	0.7883	0.7787	0.7842	0.7883	0.6407
twonorm	0.9764	0.8269	0.9454	0.8597	0.8358	0.9732	0.9722	0.8788	0.9745	0.9454
vehicle	0.7874	0.6926	0.6667	0.6030	0.6773	0.7576	0.6419	0.6809	0.7446	0.6619
vowel	0.7545	0.6566	0.8707	0.4556	0.6586	0.8828	0.6475	0.6586	0.8677	0.8535
wine	0.9549	0.8866	0.9330	0.7866	0.8987	0.9608	0.9605	0.8755	0.9719	0.9441
wisconsin	0.9564	0.9606	0.9623	0.9284	0.9417	0.9592	0.9695	0.9474	0.9547	0.9623
yeast	0.5836	0.5196	0.4967	0.4765	0.5472	0.5203	0.5512	0.5364	0.5176	0.5074
zoo	0.8917	0.8767	0.9331	0.7456	0.8875	0.7728	0.9117	0.9075	0.6822	0.9397