Self-Trained LMT for Semisupervised Learning

Table 2

Classification accuracy (labeled ratio 20%).

Datasets	Algorithms
	Self	Self	Self	CoBag	Cotrain	Cotrain	Democ-Co	Tri-train	Tri-train	SETRED
	(LMT)	(C45)	(NN)	(C45)	(C45)	(SMO)		(C45)	(SMO)
appendicitis	0.8518	0.8509	0.7891	0.8318	0.8500	0.8327	0.8600	0.8318	0.8027	0.8100
australian	0.8667	0.8580	0.8304	0.8362	0.8377	0.8304	0.8580	0.8522	0.8435	0.8304
automobile	0.5523	0.5158	0.5234	0.5355	0.4803	0.4047	0.4744	0.4938	0.3986	0.4951
banana	0.8685	0.8804	0.8691	0.8804	0.8743	0.8975	0.8794	0.8736	0.8985	0.8691
breast	0.7358	0.7156	0.6780	0.7224	0.7227	0.6076	0.7184	0.7225	0.6493	0.6788
bupa	0.6238	0.6055	0.5654	0.6026	0.6055	0.6298	0.5504	0.6199	0.6459	0.5655
chess	0.9778	0.9778	0.8489	0.9778	0.9759	0.9509	0.9393	0.9781	0.9459	0.8489
cleveland	0.5462	0.4929	0.4692	0.5535	0.5270	0.4866	0.5530	0.5399	0.5129	0.5257
coil2000	0.9383	0.9400	0.8965	0.9338	0.9402	0.8206	0.9330	0.9371	0.6900	0.8994
contraceptive	0.5248	0.4779	0.4324	0.4806	0.5044	0.4793	0.4841	0.4881	0.4705	0.4379
crx	0.8661	0.8571	0.8142	0.8510	0.8498	0.8500	0.8587	0.8540	0.8700	0.8142
dermatology	0.9190	0.9100	0.9355	0.9186	0.8790	0.8763	0.9300	0.9214	0.8905	0.9467
ecoli	0.7295	0.7204	0.7351	0.7324	0.7329	0.6996	0.7235	0.7208	0.7171	0.7351
flare	0.7251	0.7280	0.6613	0.7176	0.6897	0.6023	0.7402	0.7270	0.6332	0.6660
german	0.7110	0.6970	0.6510	0.7120	0.6990	0.6410	0.7290	0.6840	0.6580	0.6620
glass	0.5270	0.5085	0.6193	0.5631	0.5348	0.5896	0.4799	0.6104	0.5538	0.5935
haberman	0.7219	0.7089	0.6402	0.7348	0.7353	0.6626	0.7222	0.7089	0.6302	0.6600
heart	0.7963	0.7519	0.7741	0.7481	0.7556	0.7778	0.8222	0.7926	0.7852	0.7741
hepatitis	0.7848	0.8434	0.7859	0.8200	0.8434	0.8343	0.8343	0.8434	0.8343	0.7992
housevotes	0.9667	0.9586	0.8995	0.9528	0.9363	0.8816	0.9023	0.9586	0.8965	0.8957
iris	0.8933	0.8933	0.9067	0.8667	0.8933	0.9400	0.9533	0.8800	0.9200	0.9200
led7digit	0.6840	0.6780	0.6280	0.6580	0.6440	0.6220	0.6620	0.6760	0.6100	0.6280
lymphography	0.7685	0.7055	0.7446	0.7474	0.7750	0.6979	0.4612	0.7545	0.6303	0.7392
magic	0.8513	0.8304	0.7934	0.8409	0.8320	0.8528	0.8017	0.8335	0.8451	0.7934
mammographic	0.8232	0.8229	0.7473	0.8248	0.8228	0.7968	0.8084	0.8157	0.7907	0.7473
monk-2	0.9818	0.9795	0.7346	0.9727	0.9795	0.8960	0.9441	0.9727	0.8800	0.7322
movement_libras	0.4972	0.3472	0.5750	0.3556	0.3917	0.2194	0.3667	0.3833	0.3611	0.6000
mushroom	0.9995	0.9991	0.9984	0.9989	0.9991	0.9968	0.9980	0.9989	0.9975	0.9984
nursery	0.9505	0.9235	0.7471	0.9235	0.9260	0.8390	0.9108	0.9258	0.7714	0.8327
page-blocks	0.9618	0.9602	0.9413	0.9613	0.9609	0.9571	0.9115	0.9611	0.9567	0.9448
penbased	0.9711	0.9241	0.9871	0.9370	0.9247	0.9916	0.9632	0.9287	0.9913	0.9871
phoneme	0.8059	0.7839	0.8344	0.8244	0.8024	0.8497	0.8055	0.7977	0.8470	0.8344
pima	0.7553	0.6810	0.6382	0.7084	0.6874	0.6562	0.7319	0.6939	0.6341	0.6369
ring	0.8520	0.8658	0.7007	0.8918	0.8630	0.9705	0.8969	0.8795	0.9722	0.7007
saheart	0.6907	0.6515	0.6623	0.6862	0.7038	0.6041	0.6972	0.6777	0.6256	0.6601
satimage	0.8396	0.8238	0.8702	0.8410	0.8261	0.8693	0.8612	0.8353	0.8707	0.8740
segment	0.9407	0.9264	0.9333	0.9277	0.9294	0.9489	0.9307	0.9247	0.9364	0.9338
sonar	0.7736	0.6636	0.7012	0.6586	0.6336	0.7164	0.6474	0.6631	0.6960	0.7012
spambase	0.9154	0.8912	0.8529	0.8960	0.8908	0.9012	0.8941	0.8941	0.9010	0.8529
spectfheart	0.7719	0.7192	0.6860	0.7833	0.7611	0.6744	0.7305	0.7491	0.7231	0.7085
splice	0.9417	0.8834	0.6969	0.8875	0.8793	0.8897	0.9119	0.8843	0.9169	0.6978
texture	0.9875	0.8669	0.9713	0.8840	0.8631	0.9865	0.9176	0.8929	0.9842	0.9713
thyroid	0.9939	0.9935	0.9049	0.9942	0.9932	0.9403	0.9419	0.9939	0.9392	0.9149
tic-tac-toe	0.8768	0.7568	0.7662	0.7286	0.7213	0.7223	0.7329	0.7505	0.7024	0.7621
titanic	0.7833	0.7824	0.6407	0.7828	0.7824	0.7833	0.7797	0.7815	0.7806	0.6407
twonorm	0.9755	0.8165	0.9411	0.8741	0.8276	0.9728	0.9707	0.8674	0.9747	0.9411
vehicle	0.7141	0.6489	0.6253	0.6549	0.6489	0.6926	0.4833	0.6620	0.6668	0.6253
vowel	0.6111	0.5303	0.6848	0.5566	0.5303	0.6990	0.5030	0.5545	0.6707	0.6697
wine	0.9265	0.8369	0.9382	0.8255	0.7863	0.9556	0.9542	0.8422	0.9265	0.9154
wisconsin	0.9490	0.9343	0.9478	0.9360	0.9343	0.9490	0.9637	0.9253	0.9503	0.9463
yeast	0.5728	0.5263	0.4899	0.5202	0.5492	0.5122	0.5492	0.5486	0.5169	0.5061
zoo	0.8975	0.8311	0.9247	0.8231	0.7344	0.6283	0.8900	0.8264	0.5375	0.9372