A Semisupervised Cascade Classification Algorithm

Table 4

Classification accuracy ( = 40%).

Datasets	Algorithms
	Self (NBC45)	Self (C45)	Co-Train (C45)	Democ-Co	SETRED	TriTrain (C45)	TriTrain (NB)	De-TriTrain (C45)	Co-Bag (C45)	Co-Bag (NB)
appendicitis	0.8491	0.8018	0.8000	0.8591	0.7564	0.7718	0.8309	0.8673	0.8382	0.8109
automobile	0.5703	0.5760	0.6168	0.5537	0.6089	0.6151	0.5404	0.4836	0.6009	0.5265
banana	0.8808	0.8828	0.8785	0.8811	0.8649	0.8825	0.6140	0.8847	0.8836	0.6142
breast	0.7254	0.7046	0.7082	0.7257	0.6632	0.7009	0.7543	0.6977	0.7289	0.7508
bupa	0.6283	0.6546	0.6002	0.6035	0.5874	0.6570	0.5391	0.6132	0.6180	0.5482
chess	0.9828	0.9853	0.9856	0.9712	0.8795	0.9872	0.8724	0.9700	0.9872	0.8664
cleveland	0.5656	0.5093	0.5364	0.5290	0.5586	0.5289	0.5261	0.5216	0.5627	0.5662
coil2000	0.9400	0.9401	0.9395	0.9327	0.8982	0.9399	0.9104	0.9385	0.9354	0.9133
crx	0.8542	0.8465	0.8556	0.8424	0.8161	0.8527	0.7822	0.8571	0.8587	0.7898
dermatology	0.9661	0.9385	0.9159	0.9439	0.9466	0.9353	0.8739	0.8990	0.9267	0.8853
flare	0.7326	0.7280	0.7072	0.7420	0.6679	0.7270	0.7420	0.7223	0.7223	0.7420
glass	0.5965	0.5722	0.6038	0.5535	0.6487	0.6718	0.4633	0.5828	0.6272	0.4606
haberman	0.7218	0.7186	0.7385	0.7449	0.6924	0.7218	0.7448	0.7253	0.7449	0.7514
heart	0.8000	0.7667	0.7407	0.8259	0.7741	0.7741	0.8407	0.7444	0.7926	0.8296
housevotes	0.9586	0.9586	0.9586	0.9164	0.9117	0.9591	0.9060	0.9250	0.9702	0.8986
iris	0.9067	0.9000	0.9000	0.9733	0.9333	0.9067	0.9333	0.9400	0.9067	0.9467
led7digit	0.6840	0.6840	0.6740	0.6820	0.6380	0.6740	0.6840	0.6600	0.6880	0.6720
lymphography	0.8100	0.7725	0.7653	0.6496	0.7639	0.7382	0.3010	0.6764	0.7630	0.4695
magic	0.8400	0.8416	0.8405	0.8111	0.7996	0.8409	0.7277	0.8321	0.8532	0.7275
mammographic	0.8354	0.8452	0.8440	0.8267	0.7486	0.8367	0.8168	0.8038	0.8352	0.8146
movement_libras	0.5639	0.4889	0.4611	0.6222	0.7500	0.5194	0.6139	0.4556	0.4889	0.5667
mushroom	0.9987	1.0000	1.0000	0.9998	0.9998	0.9995	0.9504	1.0000	0.9993	0.9488
nursery	0.9590	0.9442	0.9435	0.9307	0.8341	0.9439	0.8996	0.9304	0.9433	0.8978
page-blocks	0.9691	0.9677	0.9688	0.9371	0.9455	0.9673	0.8936	0.9587	0.9667	0.9101
penbased	0.9567	0.9456	0.9451	0.9761	0.9904	0.9478	0.8569	0.9452	0.9567	0.8564
phoneme	0.8307	0.8233	0.8261	0.8142	0.8560	0.8211	0.7600	0.8364	0.8444	0.7570
pima	0.7280	0.7292	0.7030	0.7527	0.6980	0.7318	0.7436	0.7200	0.7330	0.7384
ring	0.9770	0.8727	0.8846	0.9177	0.7174	0.8953	0.9800	0.7442	0.9095	0.9795
satimage	0.8457	0.8448	0.8483	0.8738	0.8940	0.8545	0.7975	0.8446	0.8252	0.7958
segment	0.9364	0.9385	0.9398	0.9424	0.9446	0.9437	0.7944	0.9407	0.9160	0.7926
spambase	0.9213	0.9056	0.9119	0.9154	0.8780	0.9089	0.8268	0.8888	0.8951	0.8319
spectfheart	0.7681	0.7752	0.7489	0.6972	0.7500	0.7604	0.6890	0.7604	0.7370	0.7003
splice	0.9524	0.9266	0.9276	0.9273	0.7201	0.9301	0.9520	0.8987	0.8248	0.9492
thyroid	0.9940	0.9940	0.9949	0.9526	0.9231	0.9944	0.9346	0.9438	0.9901	0.9267
tic-tac-toe	0.8069	0.7829	0.7797	0.7901	0.7975	0.8006	0.7067	0.7599	0.7035	0.6973
titanic	0.7878	0.7874	0.7856	0.7787	0.6407	0.7842	0.7733	0.6951	0.7837	0.7733
twonorm	0.9739	0.8269	0.8358	0.9722	0.9454	0.8788	0.9780	0.8408	0.8597	0.9782
wine	0.9663	0.8866	0.8987	0.9605	0.9441	0.8755	0.9601	0.9157	0.7866	0.9431
wisconsin	0.9593	0.9606	0.9417	0.9695	0.9623	0.9474	0.9593	0.9535	0.9284	0.9578
zoo	0.8908	0.8767	0.8875	0.9117	0.9397	0.9075	0.8997	0.8556	0.7456	0.8817