Prediction of Breast Cancer from Imbalance Respect Using Cluster-Based Undersampling Method

Table 6

Result comparison based on different datasets.

Dataset	Method	Accuracy	Sensitivity	Specificity	G-mean	AUC	MCC
Abalone	K-Boosted C5.0	0.960	0.2	0.992	0.445	0.596	0.299
	SMOTEBoost	0.822	0.628	0.834	0.724	0.730	0.264
	RUSBoost	0.592	0.802	0.58	0.682	0.69	0.15
	SMOTE-BoostedC5.0	0.618	0.635	0.601	0.618	0.624	0.232
Pima	K-Boosted C5.0	0.766	0.640	0.820	0.725	0.730	0.454
	SMOTEBoost	0.75	0.646	0.8	0.719	0.723	0.432
	RUSBoost	0.714	0.792	0.676	0.732	0.733	0.446
	SMOTE-BoostedC5.0	0.713	0.742	0.684	0.712	0.713	0.425
Redwine1	K-Boosted C5.0	0.823	0.517	0.905	0.684	0.823	0.446
	SMOTEBoost	0.784	0.544	0.858	0.683	0.701	0.397
	RUSBoost	0.702	0.656	0.718	0.686	0.69	0.34
	SMOTE-BoostedC5.0	0.688	0.715	0.661	0.687	0.688	0.377
Redwine2	K-Boosted C5.0	0.902	0.681	0.969	0.812	0.825	0.712
	SMOTEBoost	0.826	0.85	0.82	0.835	0.835	0.59
	RUSBoost	0.82	0.852	0.812	0.832	0.832	0.577
	SMOTE-BoostedC5.0	0.844	0.865	0.822	0.8432	0.843	0.691
Redwine3	K-Boosted C5.0	0.834	0.410	0.866	0.596	0.637	0.194
	SMOTEBoost	0.89	0.12	0.948	0.337	0.545	0.054
	RUSBoost	0.764	0.46	0.788	0.602	0.634	0.171
	SMOTE-BoostedC5.0	0.567	0.509	0.625	0.564	0.573	0.137
Redwine4	K-Boosted C5.0	0.940	0.263	0.989	0.510	0.626	0.38
	SMOTEBoost	0.916	0.28	0.964	0.520	0.623	0.317
	RUSBoost	0.678	0.64	0.682	0.661	0.660	0.152
	SMOTE-BoostedC5.0	0.618	0.635	0.601	0.618	0.624	0.232
Whitewine	K-Boosted C5.0	0.925	0.650	0.961	0.79	0.805	0.625
	SMOTEBoost	0.804	0.838	0.798	0.818	0.818	0.502
	RUSBoost	0.794	0.85	0.784	0.816	0.817	0.49
	SMOTE-BoostedC5.0	0.796	0.801	0.792	0.796	0.797	0.593
Yeast1	K-Boosted C5.0	0.952	0.957	0.949	0.953	0.957	0.898
	SMOTEBoost	0.762	0.722	0.788	0.754	0.754	0.497
	RUSBoost	0.798	0.694	0.852	0.769	0.773	0.552
	SMOTE-BoostedC5.0	0.723	0.734	0.712	0.723	0.723	0.45
Yeast2	K-Boosted C5.0	0.951	0.924	0.958	0.941	0.941	0.855
	SMOTEBoost	0.932	0.904	0.94	0.922	0.921	0.836
	RUSBoost	0.93	0.938	0.926	0.928	0.931	0.824
	SMOTE-BoostedC5.0	0.9116	0.8934	0.9388	0.9158	0.916	0.821
Yeast3	K-Boosted C5.0	0.646	0.575	0.706	0.637	0.641	0.28
	SMOTEBoost	0.618	0.618	0.612	0.615	0.616	0.232
	RUSBoost	0.64	0.544	0.728	0.629	0.636	0.27
	SMOTE-BoostedC5.0	0.598	0.450	0.735	0.575	0.593	0.195