Self-Trained LMT for Semisupervised Learning

Table 3

Classification accuracy (labeled ratio 30%).

Datasets	Algorithms
	Self	Self	Self	CoBag	Cotrain	Cotrain	Democ-Co	Tri-train	Tri-train	SETRED
	(LMT)	(C45)	(NN)	(C45)	(C45)	(SMO)		(C45)	(SMO)
appendicitis	0.8491	0.8409	0.8300	0.8318	0.8409	0.8127	0.8691	0.8327	0.7227	0.8109
australian	0.8652	0.8464	0.8101	0.8507	0.8478	0.8232	0.8536	0.8420	0.8116	0.8101
automobile	0.6631	0.5484	0.5630	0.5737	0.5710	0.4725	0.5432	0.5707	0.4429	0.5515
banana	0.8796	0.8819	0.8700	0.8811	0.8785	0.8992	0.8728	0.8806	0.9004	0.8700
breast	0.7287	0.7179	0.6419	0.7111	0.7079	0.5594	0.7219	0.7000	0.5773	0.6495
bupa	0.6293	0.5842	0.5791	0.6159	0.6137	0.6192	0.5988	0.5850	0.6307	0.5848
chess	0.9890	0.9856	0.8651	0.9819	0.9840	0.9628	0.9596	0.9843	0.9512	0.8648
cleveland	0.5837	0.5364	0.5159	0.5599	0.5467	0.4733	0.5700	0.5362	0.4619	0.5566
coil2000	0.9390	0.9384	0.8977	0.9317	0.9400	0.8741	0.9320	0.9387	0.6480	0.8992
contraceptive	0.5132	0.4922	0.4365	0.5092	0.4976	0.4929	0.4847	0.5105	0.4929	0.4426
crx	0.8568	0.8526	0.8067	0.8615	0.8570	0.8512	0.8482	0.8571	0.8608	0.8067
dermatology	0.9352	0.9209	0.9463	0.9184	0.9098	0.9267	0.9180	0.9240	0.9296	0.9380
ecoli	0.7592	0.7534	0.7593	0.7121	0.7505	0.7116	0.7595	0.7503	0.6910	0.7652
flare	0.7392	0.7299	0.6651	0.7308	0.7224	0.6473	0.7485	0.7298	0.6623	0.6594
german	0.7370	0.7100	0.6900	0.6920	0.6840	0.6460	0.7390	0.7030	0.6610	0.6960
glass	0.5122	0.5437	0.6096	0.5635	0.5746	0.6220	0.5079	0.5687	0.5983	0.5933
haberman	0.7219	0.7153	0.6630	0.7282	0.7288	0.6695	0.7447	0.7089	0.6499	0.6761
heart	0.8000	0.7556	0.7852	0.7704	0.7704	0.7963	0.8296	0.7556	0.7778	0.7852
hepatitis	0.7757	0.8192	0.8168	0.8334	0.7934	0.8343	0.8168	0.8334	0.8343	0.8275
housevotes	0.9702	0.9475	0.9078	0.9531	0.9531	0.9127	0.9037	0.9531	0.9164	0.9078
iris	0.8933	0.9200	0.9133	0.9067	0.9133	0.9467	0.9533	0.9133	0.9467	0.9267
led7digit	0.7240	0.6880	0.6360	0.6820	0.6520	0.6760	0.6820	0.6760	0.6780	0.6360
lymphography	0.7430	0.7587	0.7446	0.7445	0.7444	0.7925	0.7442	0.7315	0.7858	0.7439
magic	0.8556	0.8380	0.7950	0.8456	0.8385	0.8562	0.8016	0.8411	0.8562	0.7950
mammographic	0.8282	0.8438	0.7620	0.8352	0.8437	0.8098	0.8300	0.8425	0.7990	0.7620
monk-2	0.9739	0.9909	0.7581	0.9886	0.9909	0.9030	0.9452	0.9909	0.9161	0.7513
movement_libras	0.6333	0.4083	0.7111	0.4250	0.4639	0.3833	0.4917	0.4889	0.4583	0.6917
mushroom	1.0000	0.9996	0.9991	0.9991	0.9996	0.9984	0.9995	0.9995	0.9988	0.9991
nursery	0.9578	0.9377	0.7687	0.9382	0.9363	0.8551	0.9212	0.9362	0.7714	0.8357
page-blocks	0.9645	0.9635	0.9428	0.9622	0.9618	0.9636	0.9289	0.9635	0.9633	0.9461
penbased	0.9757	0.9409	0.9901	0.9485	0.9391	0.9937	0.9729	0.9431	0.9908	0.9901
phoneme	0.8229	0.8137	0.8470	0.8275	0.8218	0.8557	0.8029	0.8249	0.8534	0.8470
pima	0.7592	0.7252	0.6733	0.7085	0.7123	0.6680	0.7305	0.7045	0.6589	0.6694
ring	0.8677	0.8754	0.7104	0.8943	0.8784	0.9708	0.9089	0.8881	0.9722	0.7104
saheart	0.6928	0.6753	0.6644	0.6797	0.6778	0.6039	0.7080	0.6797	0.5930	0.6644
satimage	0.8552	0.8270	0.8822	0.8528	0.8407	0.8786	0.8693	0.8438	0.8777	0.8862
segment	0.9455	0.9303	0.9411	0.9329	0.9385	0.9567	0.9416	0.9381	0.9558	0.9411
sonar	0.7593	0.6762	0.7645	0.7155	0.6333	0.8264	0.7310	0.6912	0.7543	0.7645
spambase	0.9195	0.8999	0.8695	0.9117	0.9052	0.9117	0.9052	0.9073	0.9123	0.8695
spectfheart	0.7647	0.7496	0.7010	0.7608	0.7538	0.6859	0.7121	0.7644	0.7046	0.7127
splice	0.9527	0.9166	0.7166	0.9201	0.9176	0.9022	0.9188	0.9157	0.9298	0.7154
texture	0.9905	0.8891	0.9800	0.9115	0.8971	0.9895	0.9331	0.9055	0.9885	0.9805
thyroid	0.9956	0.9946	0.9100	0.9939	0.9947	0.9483	0.9521	0.9944	0.9489	0.9183
tic-tac-toe	0.9467	0.7610	0.7975	0.7745	0.7495	0.7755	0.7630	0.7641	0.7233	0.7923
titanic	0.7860	0.7787	0.6407	0.7797	0.7783	0.7860	0.7792	0.7783	0.7860	0.6407
twonorm	0.9746	0.8255	0.9439	0.8778	0.8323	0.9731	0.9701	0.8743	0.9734	0.9439
vehicle	0.7874	0.6584	0.6630	0.6561	0.6656	0.7175	0.5652	0.6702	0.7245	0.6583
vowel	0.7263	0.6232	0.7889	0.6172	0.5859	0.8030	0.5960	0.6333	0.7828	0.7737
wine	0.9438	0.8415	0.9382	0.8817	0.8255	0.9663	0.9660	0.9039	0.9552	0.9275
wisconsin	0.9534	0.9443	0.9535	0.9431	0.9474	0.9621	0.9666	0.9502	0.9459	0.9535
yeast	0.5843	0.5209	0.5000	0.5236	0.5358	0.5270	0.5371	0.5405	0.5244	0.5128
zoo	0.8808	0.8231	0.9331	0.7731	0.8256	0.6597	0.9133	0.7781	0.6197	0.9331