Self-Trained LMT for Semisupervised Learning

Table 1

Classification accuracy (labeled ratio 10%).

Datasets	Algorithms
	Self	Self	Self	CoBag	Cotrain	Cotrain	Democ-Co	Tri-train	Tri-train	SETRED
	(LMT)	(C45)	(NN)	(C45)	(C45)	(SMO)		(C45)	(SMO)
appendicitis	0.8318	0.8318	0.7573	0.8045	0.8318	0.7927	0.8218	0.8045	0.7527	0.7373
australian	0.8507	0.8275	0.8043	0.8275	0.8348	0.7942	0.8449	0.8449	0.8014	0.8043
automobile	0.3365	0.4052	0.3970	0.3366	0.3730	0.3298	0.3601	0.3889	0.3209	0.4388
banana	0.8547	0.8479	0.8638	0.8553	0.8481	0.8913	0.8417	0.8481	0.8951	0.8638
breast	0.6809	0.7216	0.6618	0.7252	0.6774	0.6696	0.7287	0.7216	0.6973	0.6835
bupa	0.5398	0.5392	0.5314	0.6119	0.5739	0.6123	0.5104	0.5742	0.6291	0.5339
chess	0.9540	0.9543	0.8098	0.9543	0.9515	0.9033	0.9199	0.9578	0.9061	0.8104
cleveland	0.5091	0.5248	0.4825	0.5335	0.5736	0.5032	0.5223	0.4761	0.5565	0.5294
coil2000	0.9377	0.9373	0.8904	0.9348	0.9403	0.6175	0.9322	0.9357	0.5775	0.8926
contraceptive	0.4717	0.4886	0.4107	0.4827	0.4460	0.4590	0.4358	0.4813	0.4542	0.4148
crx	0.8555	0.8660	0.8111	0.8496	0.8159	0.8177	0.8495	0.8555	0.8393	0.8111
dermatology	0.8627	0.8562	0.9053	0.8760	0.8429	0.7737	0.8760	0.8816	0.6729	0.9182
ecoli	0.6883	0.6467	0.6847	0.6558	0.5772	0.6550	0.6370	0.6585	0.6489	0.6937
flare	0.7093	0.7214	0.6511	0.7140	0.5742	0.5658	0.7214	0.7158	0.6587	0.6445
german	0.7140	0.7060	0.6540	0.7110	0.6900	0.6260	0.7160	0.7170	0.6610	0.6660
glass	0.5126	0.4847	0.5631	0.4898	0.4504	0.5554	0.4868	0.4921	0.5188	0.5402
haberman	0.7119	0.7054	0.6144	0.7122	0.7190	0.5942	0.7156	0.7088	0.6299	0.6211
heart	0.7333	0.6778	0.7444	0.7037	0.7000	0.7370	0.8000	0.7148	0.6296	0.7444
hepatitis	0.8365	0.8343	0.7883	0.8343	0.8343	0.8243	0.8343	0.8343	0.8343	0.8008
housevotes	0.9229	0.9414	0.9129	0.9195	0.8225	0.8260	0.8899	0.9158	0.6449	0.9129
iris	0.8400	0.8400	0.9000	0.8000	0.8467	0.9467	0.9133	0.7267	0.8933	0.9133
led7digit	0.6620	0.6140	0.6180	0.5640	0.5140	0.5020	0.6160	0.6040	0.5160	0.6180
lymphography	0.6574	0.6312	0.6354	0.5948	0.5726	0.5490	0.4901	0.6118	0.5556	0.6833
magic	0.8363	0.8217	0.7840	0.8319	0.8204	0.8390	0.7842	0.8245	0.8392	0.7840
mammographic	0.8074	0.8025	0.7591	0.8085	0.8074	0.7881	0.7963	0.8183	0.7710	0.7580
monk-2	0.9458	0.9727	0.6459	0.9657	0.9727	0.8146	0.9075	0.9657	0.7571	0.6459
movement_libras	0.3611	0.2556	0.4583	0.2417	0.2361	0.1806	0.1972	0.2750	0.2528	0.4444
mushroom	0.9968	0.9966	0.9945	0.9954	0.9968	0.9932	0.9927	0.9955	0.9905	0.9945
nursery	0.9296	0.9064	0.7143	0.9006	0.9034	0.8141	0.8951	0.9039	0.7714	0.8101
page-blocks	0.9503	0.9523	0.9256	0.9567	0.9492	0.9448	0.9077	0.9561	0.9454	0.9359
penbased	0.9571	0.8916	0.9778	0.9049	0.8957	0.9843	0.9474	0.9027	0.9855	0.9778
phoneme	0.7809	0.7770	0.8044	0.7889	0.7652	0.8320	0.7874	0.7770	0.8288	0.8046
pima	0.7136	0.6643	0.6565	0.6342	0.6704	0.6395	0.6967	0.6564	0.5990	0.6565
ring	0.8328	0.8396	0.6691	0.8582	0.8366	0.9701	0.8741	0.8542	0.9699	0.6691
saheart	0.6906	0.6516	0.6408	0.6497	0.6364	0.5822	0.6819	0.6776	0.6342	0.6300
satimage	0.8340	0.8045	0.8466	0.8205	0.8056	0.8570	0.8462	0.8224	0.8518	0.8570
segment	0.9242	0.8900	0.9061	0.9160	0.9017	0.9281	0.9026	0.9000	0.9190	0.9065
sonar	0.7010	0.6433	0.6633	0.7014	0.5819	0.6005	0.6005	0.7019	0.6005	0.6633
spambase	0.8980	0.8669	0.8281	0.8951	0.8884	0.8601	0.8777	0.8810	0.8549	0.8281
spectfheart	0.7085	0.6819	0.6865	0.7571	0.7235	0.7795	0.7379	0.7574	0.7870	0.7201
splice	0.9345	0.8266	0.6793	0.8248	0.8310	0.7862	0.8978	0.8254	0.7843	0.6997
texture	0.9805	0.8305	0.9513	0.8500	0.8289	0.9753	0.8944	0.8524	0.9684	0.9513
thyroid	0.9869	0.9922	0.8963	0.9906	0.9924	0.9342	0.9393	0.9918	0.9299	0.9090
tic-tac-toe	0.7557	0.7108	0.7150	0.7035	0.6931	0.6733	0.6900	0.7088	0.6420	0.7255
titanic	0.7688	0.7751	0.6402	0.7837	0.7783	0.7756	0.7756	0.7765	0.7760	0.6402
twonorm	0.9720	0.8136	0.9358	0.8597	0.8085	0.9735	0.9645	0.8616	0.9743	0.9358
vehicle	0.6526	0.5792	0.5698	0.6030	0.5747	0.6135	0.5023	0.6194	0.5910	0.5828
vowel	0.4808	0.4242	0.4879	0.4556	0.4384	0.4586	0.4162	0.4525	0.4283	0.4808
wine	0.9157	0.7405	0.9438	0.7866	0.8075	0.9435	0.9493	0.8203	0.8931	0.9438
wisconsin	0.9373	0.9093	0.9478	0.9284	0.9064	0.9592	0.9650	0.9312	0.9563	0.9478
yeast	0.5304	0.4616	0.4771	0.4765	0.4886	0.4785	0.4886	0.4907	0.4839	0.4886
zoo	0.8097	0.6794	0.9236	0.7456	0.6356	0.5625	0.9314	0.7192	0.5775	0.9347