Adaptive Ensemble Method Based on Spatial Characteristics for Classifying Imbalanced Data

Table 6

AUC value for SMDA and SMD using different classification algorithms.

DATA	Logistic regression		SVC		Random forest		Naive Bayes
	SMDA	SMD	SMDA	SMD	SMDA	SMD	SMDA	SMD
Yeast3	0.9617	0.9600	0.9521	0.8529	0.9757	0.9773	0.9093	0.8355
Ecoli03	0.9259	0.9309	0.9211	0.8997	0.9415	0.9349	0.8955	0.9037
Yeast2vs4	0.9206	0.9192	0.9211	0.8655	0.9755	0.9720	0.8798	0.8487
Ecoli067vs35	0.9497	0.8697	0.8508	0.8677	0.9551	0.9594	0.8433	0.8326
Ecoli0234vs5	0.9398	0.8809	0.9396	0.9425	0.9873	0.9845	0.7885	0.8595
Glass015vs2	0.5556	0.5644	0.7600	0.7033	0.8033	0.7678	0.7022	0.6877
Yeast0359vs78	0.8044	0.7877	0.7012	0.5987	0.8334	0.8457	0.7312	0.6032
Yeast0256vs3789	0.8443	0.8429	0.8190	0.7928	0.8473	0.8393	0.7156	0.6893
Yeast02579vs368	0.9380	0.9379	0.9142	0.8958	0.9579	0.9589	0.9214	0.8251
Ecoli046vs5	0.9593	0.9343	0.9283	0.9523	0.9903	0.9861	0.8924	0.8792
Ecoli0267vs35	0.9198	0.8932	0.8315	0.8797	0.9373	0.9382	0.8369	0.8286
Glass04vs5	0.9538	0.9470	0.9667	0.9667	1.0000	1.0000	0.9875	0.9875
Ecoli0346vs5	0.9444	0.8375	0.9278	0.9486	0.9833	0.9819	0.8931	0.8986
Ecoli0347vs56	0.9388	0.8982	0.9178	0.9371	0.9720	0.9712	0.8896	0.8957
Yeast05679vs4	0.8479	0.8437	0.8333	0.7439	0.9142	0.9134	0.7835	0.7151
Vowel0	0.9833	0.9826	0.9992	0.9997	0.9991	0.9988	0.9715	0.9340
Ecoli067vs5	0.8910	0.8359	0.9308	0.9231	0.9654	0.9731	0.8064	0.8385
Glass016vs2	0.6529	0.6265	0.7211	0.6760	0.7824	0.7770	0.6897	0.6843
Led7digit	0.9530	0.9525	0.9619	0.9615	0.9549	0.9538	0.9462	0.9427
Ecoli01vs5	0.9767	0.9580	0.9488	0.9453	0.9872	0.9918	0.8581	0.8186
Glass06vs5	0.9094	0.8404	0.9839	0.9739	1.0000	1.0000	1.0000	1.0000
Glass0146vs2	0.7048	0.6663	0.7336	0.7324	0.8276	0.8480	0.7287	0.7169
Glass2	0.6923	0.6752	0.8447	0.8175	0.8213	0.8011	0.7252	0.7293
Ecoli0147vs56	0.9393	0.9016	0.9236	0.9255	0.9736	0.9742	0.8076	0.8045
Ecoli0146vs5	0.9412	0.9284	0.9480	0.9500	0.9863	0.9882	0.8076	0.8045
Shuttlec0vs4	1.0000	1.0000	1.0000	1.0000	1.0000	1.0000	0.9757	0.9757
Yeast1vs7	0.8273	0.8268	0.7849	0.6529	0.8306	0.8368	0.7835	0.6054
Glass4	0.9316	0.8585	0.9595	0.9662	0.9663	0.9655	0.8688	0.8814
Ecoli04	0.9831	0.9815	0.9911	0.9100	0.9928	0.9928	0.9203	0.9428
Pageblock13vs4	1.0000	0.9985	0.7889	0.9119	0.9984	0.9968	0.9623	0.8959
Glass016vs5	0.8912	0.8765	0.9526	0.9559	0.9912	0.9882	1.0000	1.0000
Glass5	0.8725	0.8600	0.9350	0.9230	0.9925	0.9875	0.9950	0.9950
Yeast2vs8	0.8574	0.8546	0.7663	0.7256	0.8806	0.8795	0.8038	0.7758
Yeast4	0.8740	0.8743	0.8692	0.8154	0.9307	0.9277	0.8368	0.7837
Yeast1289vs7	0.7782	0.7776	0.6606	0.5877	0.7960	0.7974	0.7741	0.5185
Yeast5	0.9803	0.9859	0.9827	0.9373	0.9912	0.9912	0.9861	0.9524
Ecoli0137vs26	0.9164	0.9385	0.9443	0.9702	0.9611	0.9684	0.9572	0.9084
Yeast6	0.9254	0.9235	0.9273	0.8529	0.9482	0.9478	0.9516	0.9394
Average	0.8919	0.8729	0.8879	0.8674	0.9382	0.9370	0.8654	0.8386